diff --git a/README.md b/README.md
index d379753f..8053b973 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,10 @@
-# 🧱 Deep Research From Scratch 
+# 🧱 Deep Research From Scratch
 
 Deep research has broken out as one of the most popular agent applications. [OpenAI](https://openai.com/index/introducing-deep-research/), [Anthropic](https://www.anthropic.com/engineering/built-multi-agent-research-system), [Perplexity](https://www.perplexity.ai/hub/blog/introducing-perplexity-deep-research), and [Google](https://gemini.google/overview/deep-research/?hl=en) all have deep research products that produce comprehensive reports using [various sources](https://www.anthropic.com/news/research) of context. There are also many [open](https://huggingface.co/blog/open-deep-research) [source](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) implementations. We built an [open deep researcher](https://github.com/langchain-ai/open_deep_research) that is simple and configurable, allowing users to bring their own models, search tools, and MCP servers. In this repo, we'll build a deep researcher from scratch! Here is a map of the major pieces that we will build:
 
 ![overview](https://github.com/user-attachments/assets/b71727bd-0094-40c4-af5e-87cdb02123b4)
 
-## 🚀 Quickstart 
+## 🚀 Quickstart
 
 ### Prerequisites
 
@@ -35,6 +35,16 @@ curl -LsSf https://astral.sh/uv/install.sh | sh
 export PATH="/Users/$USER/.local/bin:$PATH"
 ```
 
+
+- Install necessary packages.
+```bash
+pip install langgraph langchain_core langchain langchain-openai
+pip install langchain-anthropic langchain_mcp_adapters mcp tavily-python
+pip install --upgrade jupyterlab ipywidgets
+
+```
+
+
 ### Installation
 
 1. Clone the repository:
@@ -79,9 +89,9 @@ source .venv/bin/activate  # On Windows: .venv\Scripts\activate
 jupyter notebook
 ```
 
-## Background 
+## Background
 
-Research is an open‑ended task; the best strategy to answer a user request can’t be easily known in advance. Requests can require different research strategies and varying levels of search depth. Consider this request. 
+Research is an open‑ended task; the best strategy to answer a user request can’t be easily known in advance. Requests can require different research strategies and varying levels of search depth. Consider this request.
 
 [Agents](https://langchain-ai.github.io/langgraph/tutorials/workflows/#agent) are well suited to research because they can flexibly apply different strategies, using intermediate results to guide their exploration. Open deep research uses an agent to conduct research as part of a three step process:
 
@@ -89,7 +99,7 @@ Research is an open‑ended task; the best strategy to answer a user request can
 2. **Research** – perform research
 3. **Write** – produce the final report
 
-## 📝 Organization 
+## 📝 Organization
 
 This repo contains 5 tutorial notebooks that build a deep research system from scratch:
 
@@ -201,4 +211,4 @@ This repo contains 5 tutorial notebooks that build a deep research system from s
 - **State Management**: Complex state flows across subgraphs and nodes
 - **Protocol Integration**: MCP servers and tool ecosystems
 
-Each notebook builds on the previous concepts, culminating in a production-ready deep research system that can handle complex, multi-faceted research queries with intelligent scoping and coordinated execution. 
+Each notebook builds on the previous concepts, culminating in a production-ready deep research system that can handle complex, multi-faceted research queries with intelligent scoping and coordinated execution.
diff --git a/notebooks/1_scoping.ipynb b/notebooks/1_scoping.ipynb
index dcf78dfe..57abbc38 100644
--- a/notebooks/1_scoping.ipynb
+++ b/notebooks/1_scoping.ipynb
@@ -2,18 +2,27 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
+   "source": [
+    "import os, sys\n",
+    "BASEDIR = \"/Users/dhanley/Documents/deep_researcher/\"\n",
+    "sys.path += [BASEDIR, f\"{BASEDIR}/src\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Load environment variables and set up auto-reload\n",
     "from dotenv import load_dotenv\n",
@@ -41,14 +50,14 @@
     "\n",
     "Here is our overall research flow:\n",
     "\n",
-    "![image.png](attachment:6b1de3cc-2d28-48ed-8f02-56b4a0a749e0.png)\n",
+    "<!-- ![image.png](attachment:6b1de3cc-2d28-48ed-8f02-56b4a0a749e0.png)  -->\n",
     "\n",
     "We'll scope the research in two phases:\n",
     "\n",
     "1. **User Clarification** - Determines if additional clarification is needed from the user\n",
     "2. **Brief Generation** - Transforms the conversation into a detailed research brief\n",
     "\n",
-    "![image.webp](attachment:572e3be3-d2fb-41a3-af44-351baca997c0.webp)"
+    "<!-- ![image.webp](attachment:572e3be3-d2fb-41a3-af44-351baca997c0.webp)  -->"
    ]
   },
   {
@@ -75,12 +84,12 @@
     "\n",
     "This ensures we understand the user's true intent before investing time in research that might miss the mark.\n",
     "\n",
-    "![image (1).webp](attachment:9f6f7dd6-215b-4183-8b85-3ccb5586f6ee.webp)"
+    "<!-- ![image (1).webp](attachment:9f6f7dd6-215b-4183-8b85-3ccb5586f6ee.webp) -->\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -216,7 +225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -314,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -337,6 +346,8 @@
     "The workflow uses structured output to make deterministic decisions about\n",
     "whether sufficient context exists to proceed with research.\n",
     "\"\"\"\n",
+    "import os\n",
+    "from langchain_openai import AzureChatOpenAI\n",
     "\n",
     "from datetime import datetime\n",
     "from typing_extensions import Literal\n",
@@ -358,7 +369,14 @@
     "# ===== CONFIGURATION =====\n",
     "\n",
     "# Initialize model\n",
-    "model = init_chat_model(model=\"openai:gpt-4.1\", temperature=0.0)\n",
+    "# model = init_chat_model(model=\"openai:gpt-4.1\", temperature=0.0)\t\n",
+    "model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"AZURE_OPENAI_DEPLOYMENT\", \"gpt-4.1-20250414\"),\n",
+    "    azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",\n",
+    "    temperature=0.0\n",
+    ")\n",
     "\n",
     "# ===== WORKFLOW NODES =====\n",
     "\n",
@@ -435,12 +453,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
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@@ -462,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -486,15 +504,17 @@
      "data": {
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        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Thank you for your request. You would like to research the best coffee shops in San Francisco. I have           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sufficient information to proceed and will now begin researching top coffee shops in San Francisco based on     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> factors such as quality, atmosphere, and popularity.                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
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        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Thank you for your request. You would like to research the best coffee shops in San Francisco. I have           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m sufficient information to proceed and will now begin researching top coffee shops in San Francisco based on     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m factors such as quality, atmosphere, and popularity.                                                            \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
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@@ -513,7 +533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -537,15 +557,17 @@
      "data": {
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        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Thank you for your request. You would like to research the best coffee shops in San Francisco. I have           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sufficient information to proceed and will now begin researching top coffee shops in San Francisco based on     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> factors such as quality, atmosphere, and popularity.                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Thank you for your request. You would like to research the best coffee shops in San Francisco. I have           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m sufficient information to proceed and will now begin researching top coffee shops in San Francisco based on     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m factors such as quality, atmosphere, and popularity.                                                            \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -573,17 +595,17 @@
      "data": {
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        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Thank you for clarifying that coffee quality is the primary criterion for assessing the best coffee shops in    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> San Francisco. I have sufficient information to proceed and will now begin researching top coffee shops in San  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Francisco based on their coffee quality.                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Thank you for clarifying that you would like to assess the best coffee shops in San Francisco specifically      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> based on coffee quality. I have sufficient information to proceed and will now begin researching and evaluating <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> top coffee shops in San Francisco with a focus on coffee quality.                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
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        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Thank you for clarifying that coffee quality is the primary criterion for assessing the best coffee shops in    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m San Francisco. I have sufficient information to proceed and will now begin researching top coffee shops in San  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Francisco based on their coffee quality.                                                                        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Thank you for clarifying that you would like to assess the best coffee shops in San Francisco specifically      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m based on coffee quality. I have sufficient information to proceed and will now begin researching and evaluating \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m top coffee shops in San Francisco with a focus on coffee quality.                                               \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -598,34 +620,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">I want to identify the best coffee shops in San Francisco, focusing specifically on coffee quality as the primary  \n",
-       "criterion. In my research, I would like to consider factors that contribute to coffee quality, such as bean        \n",
-       "sourcing, roasting methods, brewing techniques, and taste as evaluated by expert reviews and customer feedback.    \n",
-       "Other aspects like ambiance, Wi-Fi availability, food options, and price are not specified as important for this   \n",
-       "research and can be treated as flexible or open considerations. Please prioritize information from official coffee \n",
-       "shop websites, reputable specialty coffee publications, and platforms with credible user reviews (such as Google   \n",
-       "Reviews or Yelp), but do not rely solely on aggregator or SEO-driven blogs. The goal is to compile a list of top   \n",
-       "San Francisco coffee shops distinguished by the quality of their coffee, as of August 2025.                        \n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">I want to identify and evaluate the best coffee shops in San Francisco, focusing specifically on coffee quality as \n",
+       "the primary criterion. In my research, I will consider factors that contribute to coffee quality, such as bean     \n",
+       "sourcing, roasting methods, brewing techniques, and taste. I have not specified preferences regarding price,       \n",
+       "atmosphere, location within San Francisco, or other amenities, so these aspects should be treated as open          \n",
+       "considerations and not as constraints. I prefer to use official coffee shop websites, reputable specialty coffee   \n",
+       "publications, and primary sources for information, rather than aggregator or SEO-driven blogs. The goal is to      \n",
+       "determine which San Francisco coffee shops are most highly regarded for the quality of their coffee, based on the  \n",
+       "above factors.                                                                                                     \n",
        "</pre>\n"
       ],
       "text/plain": [
-       "I want to identify the best coffee shops in San Francisco, focusing specifically on coffee quality as the primary  \n",
-       "criterion. In my research, I would like to consider factors that contribute to coffee quality, such as bean        \n",
-       "sourcing, roasting methods, brewing techniques, and taste as evaluated by expert reviews and customer feedback.    \n",
-       "Other aspects like ambiance, Wi-Fi availability, food options, and price are not specified as important for this   \n",
-       "research and can be treated as flexible or open considerations. Please prioritize information from official coffee \n",
-       "shop websites, reputable specialty coffee publications, and platforms with credible user reviews (such as Google   \n",
-       "Reviews or Yelp), but do not rely solely on aggregator or SEO-driven blogs. The goal is to compile a list of top   \n",
-       "San Francisco coffee shops distinguished by the quality of their coffee, as of August 2025.                        \n"
+       "I want to identify and evaluate the best coffee shops in San Francisco, focusing specifically on coffee quality as \n",
+       "the primary criterion. In my research, I will consider factors that contribute to coffee quality, such as bean     \n",
+       "sourcing, roasting methods, brewing techniques, and taste. I have not specified preferences regarding price,       \n",
+       "atmosphere, location within San Francisco, or other amenities, so these aspects should be treated as open          \n",
+       "considerations and not as constraints. I prefer to use official coffee shop websites, reputable specialty coffee   \n",
+       "publications, and primary sources for information, rather than aggregator or SEO-driven blogs. The goal is to      \n",
+       "determine which San Francisco coffee shops are most highly regarded for the quality of their coffee, based on the  \n",
+       "above factors.                                                                                                     \n"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -688,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -716,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -767,7 +789,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -848,7 +870,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1014,13 +1036,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
     "from typing_extensions import cast\n",
     "from pydantic import BaseModel, Field\n",
-    "from langchain_openai import ChatOpenAI\n",
+    "from langchain_openai import ChatOpenAI, AzureChatOpenAI\n",
     "\n",
     "class Criteria(BaseModel):\n",
     "    \"\"\"\n",
@@ -1057,7 +1079,14 @@
     "    research_brief = outputs[\"research_brief\"]\n",
     "    success_criteria = reference_outputs[\"criteria\"]\n",
     "\n",
-    "    model = ChatOpenAI(model=\"gpt-4.1\", temperature=0)\n",
+    "    # model = ChatOpenAI(model=\"gpt-4.1\", temperature=0)\n",
+    "    model = AzureChatOpenAI(\n",
+    "        deployment_name=os.getenv(\"AZURE_OPENAI_DEPLOYMENT\", \"gpt-4.1-20250414\"),\n",
+    "        azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "        api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "        api_version=\"2025-02-01-preview\",\n",
+    "        temperature=0.0\n",
+    "    )\n",
     "    structured_output_model = model.with_structured_output(Criteria)\n",
     "    \n",
     "    # Run evals\n",
@@ -1109,7 +1138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1271,7 +1300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1309,7 +1338,14 @@
     "    research_brief = outputs[\"research_brief\"]\n",
     "    success_criteria = reference_outputs[\"criteria\"]\n",
     "    \n",
-    "    model = ChatOpenAI(model=\"gpt-4.1\", temperature=0)\n",
+    "    # model = ChatOpenAI(model=\"gpt-4.1\", temperature=0)\n",
+    "    model = AzureChatOpenAI(\n",
+    "        deployment_name=os.getenv(\"AZURE_OPENAI_DEPLOYMENT\", \"gpt-4.1-20250414\"),\n",
+    "        azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "        api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "        api_version=\"2025-02-01-preview\",\n",
+    "        temperature=0.0\n",
+    "    )\n",
     "    structured_output_model = model.with_structured_output(NoAssumptions)\n",
     "    \n",
     "    response = structured_output_model.invoke([\n",
@@ -1335,15 +1371,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "View the evaluation results for experiment: 'Deep Research Scoping-0256c122' at:\n",
-      "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/2b9a1e38-3967-4bcc-a392-f4ca242cdd02/compare?selectedSessions=8b0e39ae-d8ed-448c-81bd-9f9d824366e2\n",
+      "View the evaluation results for experiment: 'Deep Research Scoping-a4febba1' at:\n",
+      "https://smith.langchain.com/o/507e9840-7897-4f0b-9027-aa14afeec8f5/datasets/9e7acc10-9cad-46f0-bbb8-867afd3808ce/compare?selectedSessions=fd422e70-272f-45cf-82a9-6596134e174f\n",
       "\n",
       "\n"
      ]
@@ -1351,7 +1387,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ebd9fd0be3db4f26964382ae770e7b6d",
+       "model_id": "1e6df075c8f74c08a18303b74ff5c3c0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1365,13 +1401,81 @@
     {
      "data": {
       "text/html": [
-       "<ExperimentResults Deep Research Scoping-0256c122>"
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inputs.messages</th>\n",
+       "      <th>outputs.messages</th>\n",
+       "      <th>outputs.research_brief</th>\n",
+       "      <th>outputs.supervisor_messages</th>\n",
+       "      <th>outputs.raw_notes</th>\n",
+       "      <th>outputs.notes</th>\n",
+       "      <th>error</th>\n",
+       "      <th>reference.criteria</th>\n",
+       "      <th>feedback.success_criteria_score</th>\n",
+       "      <th>feedback.no_assumptions_score</th>\n",
+       "      <th>execution_time</th>\n",
+       "      <th>example_id</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'type': 'human', 'content': 'I am looking fo...</td>\n",
+       "      <td>[content='I am looking for an apartment in NYC...</td>\n",
+       "      <td>I am seeking a 2-bedroom, 2-bathroom apartment...</td>\n",
+       "      <td>[content='I am seeking a 2-bedroom, 2-bathroom...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>None</td>\n",
+       "      <td>[Looking for a 2 bed 2 bath apartment in Chels...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>4.381276</td>\n",
+       "      <td>d6aa7953-5c00-42a3-b733-103e045cc215</td>\n",
+       "      <td>4b33297d-93af-4916-97ce-4362cc211e8d</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[{'type': 'human', 'content': 'What's the best...</td>\n",
+       "      <td>[content=\"What's the best way to invest $50,00...</td>\n",
+       "      <td>What are the best investment strategies for a ...</td>\n",
+       "      <td>[content='What are the best investment strateg...</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>None</td>\n",
+       "      <td>[Current age is 25, Desired retirement age is ...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>7.984558</td>\n",
+       "      <td>f145bc20-bbaa-4d94-8aa4-8b4af607e492</td>\n",
+       "      <td>cc6dd855-19c8-4a06-9ed9-9fade30d5819</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<ExperimentResults Deep Research Scoping-0256c122>"
+       "<ExperimentResults Deep Research Scoping-a4febba1>"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1405,6 +1509,13 @@
     "\n",
     "If your agent makes mistakes, you can tune the prompts that the agent is provided to try and improve performance as well!"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1423,7 +1534,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.11.7"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/2_research_agent.ipynb b/notebooks/2_research_agent.ipynb
index 93fe937e..0189c764 100644
--- a/notebooks/2_research_agent.ipynb
+++ b/notebooks/2_research_agent.ipynb
@@ -1,19 +1,26 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os, sys\n",
+    "BASEDIR = \"/Users/dhanley/Documents/deep_researcher/\"\n",
+    "sys.path += [BASEDIR, f\"{BASEDIR}/src\"]\n",
+    "\n",
+    "# Perlab model args\n",
+    "model_args = dict(azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load environment variables and set up auto-reload\n",
     "from dotenv import load_dotenv\n",
@@ -41,7 +48,7 @@
     "\n",
     "Here is our overall research flow:\n",
     "\n",
-    "![image (2).webp](attachment:163874fb-f993-4fcd-b5e0-f5f779212a55.webp)\n",
+    "<!-- ![image (2).webp](attachment:163874fb-f993-4fcd-b5e0-f5f779212a55.webp) -->\n",
     "\n",
     "Research is an open‑ended task. The best strategy to answer a user request can't be easily known in advance. \n",
     "\n",
@@ -64,7 +71,7 @@
     "3. **Research Compression Node**: Summarizes and compresses research findings for efficient processing\n",
     "4. **Routing Logic**: Determines workflow continuation based on LLM decisions\n",
     "\n",
-    "![Screenshot 2025-07-16 at 1.07.45 PM.png](attachment:3ceab77d-beb4-4189-be07-0634f1f72202.png)\n",
+    "<!-- ![Screenshot 2025-07-16 at 1.07.45 PM.png](attachment:3ceab77d-beb4-4189-be07-0634f1f72202.png) -->\n",
     "\n",
     "### Prompt\n",
     "\n",
@@ -108,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -361,7 +368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -381,10 +388,12 @@
     "including web search capabilities and content summarization tools.\n",
     "\"\"\"\n",
     "\n",
+    "import os\n",
     "from pathlib import Path\n",
     "from datetime import datetime\n",
     "from typing_extensions import Annotated, List, Literal\n",
     "\n",
+    "from langchain_openai import AzureChatOpenAI\n",
     "from langchain.chat_models import init_chat_model \n",
     "from langchain_core.messages import HumanMessage\n",
     "from langchain_core.runnables import RunnableConfig\n",
@@ -415,7 +424,16 @@
     "\n",
     "# ===== CONFIGURATION =====\n",
     "\n",
-    "summarization_model = init_chat_model(model=\"openai:gpt-4.1-mini\")\n",
+    "# summarization_model = init_chat_model(model=\"openai:gpt-4.1-mini\")\n",
+    "model_args = dict(azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",)\n",
+    "\n",
+    "summarization_model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"SUMMARISATION_MODEL\", \"gpt-4.1-mini-20250414\"),\n",
+    "    temperature=0.0, **model_args\n",
+    ")\n",
+    "\n",
     "tavily_client = TavilyClient()\n",
     "\n",
     "# ===== SEARCH FUNCTIONS =====\n",
@@ -607,9 +625,6 @@
     "    \n",
     "    Args:\n",
     "        reflection: Your detailed reflection on research progress, findings, gaps, and next steps\n",
-    "        \n",
-    "    Returns:\n",
-    "        Confirmation that reflection was recorded for decision-making\n",
     "    \"\"\"\n",
     "    return f\"Reflection recorded: {reflection}\""
    ]
@@ -669,7 +684,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -688,13 +703,14 @@
     "This module implements a research agent that can perform iterative web searches\n",
     "and synthesis to answer complex research questions.\n",
     "\"\"\"\n",
-    "\n",
+    "import os\n",
     "from pydantic import BaseModel, Field\n",
     "from typing_extensions import Literal\n",
     "\n",
     "from langgraph.graph import StateGraph, START, END\n",
     "from langchain_core.messages import SystemMessage, HumanMessage, ToolMessage, filter_messages\n",
     "from langchain.chat_models import init_chat_model\n",
+    "from langchain_openai import AzureChatOpenAI\n",
     "\n",
     "from deep_research_from_scratch.state_research import ResearcherState, ResearcherOutputState\n",
     "from deep_research_from_scratch.utils import tavily_search, get_today_str, think_tool\n",
@@ -707,10 +723,23 @@
     "tools_by_name = {tool.name: tool for tool in tools}\n",
     "\n",
     "# Initialize models\n",
-    "model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
+    "model_args = dict(azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",)\n",
+    "model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"RESEARCH_MODEL\", \"claude-sonnet-4-20250514\"),\n",
+    "    temperature=0.0, **model_args)\n",
+    "summarization_model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"SUMMARISATION_MODEL\", \"gpt-4.1-mini-20250414\"),\n",
+    "    temperature=0.0, **model_args)\n",
+    "compress_model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"COMPRESS_MODEL\", \"gpt-4.1-20250414\"),\n",
+    "    temperature=0.0, max_tokens=32000, **model_args)\n",
+    "\n",
+    "#model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
     "model_with_tools = model.bind_tools(tools)\n",
-    "summarization_model = init_chat_model(model=\"openai:gpt-4.1-mini\")\n",
-    "compress_model = init_chat_model(model=\"openai:gpt-4.1\", max_tokens=32000) # model=\"anthropic:claude-sonnet-4-20250514\", max_tokens=64000\n",
+    "#summarization_model = init_chat_model(model=\"openai:gpt-4.1-mini\")\n",
+    "#compress_model = init_chat_model(model=\"openai:gpt-4.1\", max_tokens=32000) # model=\"anthropic:claude-sonnet-4-20250514\", max_tokens=64000\n",
     "\n",
     "# ===== AGENT NODES =====\n",
     "\n",
@@ -830,12 +859,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<IPython.core.display.Image object>"
       ]
@@ -854,7 +883,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -906,27 +935,27 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I'll help you research the best coffee shops in San Francisco based specifically on coffee quality. Let me      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> start with a comprehensive search to identify highly-rated coffee shops and their quality assessments.          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I'll help you identify and evaluate the best coffee shops in San Francisco based specifically on coffee         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality. Let me start by conducting comprehensive research using multiple sources and evaluation criteria.      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: tavily_search                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters reviews\"         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews\"  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_011Gqpvy2aoj5z3UP6Y8SixU                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_7OlS6MsqQnqxXayITHzz9A                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m I'll help you research the best coffee shops in San Francisco based specifically on coffee quality. Let me      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m start with a comprehensive search to identify highly-rated coffee shops and their quality assessments.          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m I'll help you identify and evaluate the best coffee shops in San Francisco based specifically on coffee         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m quality. Let me start by conducting comprehensive research using multiple sources and evaluation criteria.      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: tavily_search                                                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"query\": \"best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters reviews\"         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"query\": \"best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews\"  \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_011Gqpvy2aoj5z3UP6Y8SixU                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_7OlS6MsqQnqxXayITHzz9A                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -941,81 +970,111 @@
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: Best Coffee Roaster San Francisco, CA - Last Updated August 2025 ---                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16 ---                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.youtube.com/watch?v=xvTYaECZFbk                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Navigate with Kate                                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1570 subscribers                                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 36 likes                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1537 views                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 13 Apr 2025                                                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> San Francisco is a coffee lover's paradise, and this guide highlights 16 must-try coffee spots to satisfy every <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> craving! From iconic chains like Blue Bottle Coffee to hidden gems like Post Script Coffee, explore the best    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> places for work-friendly vibes, cozy hideaways, top-tier roasters, and unforgettable cups for true coffee       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> enthusiasts. Whether you're seeking the perfect latte, a scenic spot like Ritual Coffee Roasters, or unique     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> spaces like Moaring Coffee, this list has it all. Discover standout flavors, incredible designs, and even spots <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> for grabbing delicious toasts or specialty beans. Don’t miss this ultimate guide to San Francisco coffee        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> culture! ☕✨ Stay tuned for more city adventures in the next episode.                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> #sanfranciscocoffeeshop #ritualcoffee #bestcoffeeshopsinsanfrancisco #sfcoffee #sanfranciscocafes               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> CHAPTERS:                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 00:00 - Intro                                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 00:20 - Work-Friendly Coffeeshop                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 03:09 - Best Roasters                                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 05:04 - Design &amp; Unique Coffeeshops                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 07:31 - Top 5 Coffeeshops                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 11:00 - Outro                                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Full List:                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Work-Friendly coffeeshop in San Francisco                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Blue Bottle Coffee                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Bluestone Lane                                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Andytown Coffee                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Equator Coffees                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Flywheel Coffee Roasters                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters in San Francisco                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Linea Coffee Roasters                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sextant Coffee Roasters                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Ritual Coffee Roasters                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Design &amp; Unique coffeeshops in San Francisco                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - P-Town Coffee                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Transamerica Pyramid                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Postscript Coffee                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Top 5 Speciatly coffeeshops in San Francisco                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The Coffee Movement                                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Motoring Coffee                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Paper Moon Coffee                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Saint Frank Coffee                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The Mill                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: Best Coffee Roaster San Francisco, CA - Last Updated October 2025 ---                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco%2C+CA                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Best Coffee Roaster Near San Francisco, California · 1. Graffeo Coffee Roasting Company. 4.7 (196 reviews) · 2. <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Andytown Coffee Roasters. 4.5 (1.1k reviews) · 3.                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Graffeo Coffee Roasting Company. 4.7 (200 reviews). 3.1 mi · 2. Andytown Coffee Roasters. 4.5 (1.1k          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reviews). 3.6 mi · 3. Out There Coffee Roasters. 4.3 (34                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> San Francisco is globally renowned for its rich coffee culture, being the birthplace of influential coffee      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> trends and establishments such as Wrecking Ball Coffee, which introduced the \"waves of coffee\" terminology. The <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> city has embraced diverse coffee styles, notably Yemeni coffee promoted by figures like Mokhtar Alkhanshali of  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Port of Mokha and Delah Coffee House. Traditional coffee culture landmarks include the origin of Irish Coffee   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and early Italian espresso influence. The latest list of the 16 best coffee shops in San Francisco reflects     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> dynamic changes, with new additions like Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji replacing <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> others. These shops are celebrated for their expertly brewed coffee, unique beverages, and community-oriented   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> atmospheres.                                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Highlighted coffee shops include:                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Saint Frank Coffee: Known for its minimal aesthetic, high-quality Bolivian coffees, and expansion with new    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> locations including Juniper and SoMa.                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Outset Coffee: Innovators of fruit-infused coffee drinks like their Ethiopian coffee Americano with orange    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> juice and jasmine tea.                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Scullery: Specialty coffee serving East Bay’s Mother Tongue Coffee, offering quality fare in the Tenderloin   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> area.                                                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sextant Coffee Roasters: Emphasizes direct relationships with Ethiopian, Kenyan, and Colombian growers, with  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> notable expansion.                                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Telescope Coffee: Offers creative seasonal drinks and a unique atmosphere in SoMa.                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Abanico Coffee Roasters: A Latino-owned Mission District shop with Latin American coffee influences.          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - SPRO - Mission Dolores/Castro: Creative coffee concoctions including a Cold Fashioned cold brew cocktail.     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Grand Coffee: Established 11 years ago with a second location, serving Mission Street with specialty brews.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Hey Neighbor Cafe: Bayview’s cozy shop famed for quality beans and a unique mascot, a co-owner's cat.         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Excelsior Coffee: A Black and brown-owned specialty coffee shop known for its strong roasts and chai.         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Andytown Coffee Roasters: West side favorite with Guatemalan espresso and seasonal affogatos.                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Hi NRG: A pop-up with Hong Kong-inspired lattes and vibrant cultural energy.                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Paper Son: Merges Asian American heritage with coffee innovation; known for espresso passionfruit tonic.      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Shoji: A trendy SoMa venue offering both coffee and award-winning tea, with coffee from MAME roasters.        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Caffe Trieste: A historic North Beach landmark linked to cultural icons and dark, sweet espresso.             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The Coffee Movement at Side A: Collaborative coffee and doughnut spot with a relaxed atmosphere.              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The list reflects San Francisco’s coffee evolution encompassing heritage, diversity, and innovative approaches  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to beverage crafting, underscoring the city’s ongoing influence in the global coffee scene.                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The webpage presents a curated list of the absolute best coffee shops in San Francisco as of 2025, authored by  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Paolo Bicchieri, associate editor for Northern California and the Pacific Northwest at Eater. San Francisco is  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highlighted as a historic and influential city in coffee culture, being the birthplace of Wrecking Ball Coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and the term \"waves of coffee,\" as well as introducing Yemeni coffee to the West Coast through establishments   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> like Port of Mokha and Delah Coffee House. The city is also noted as the origin of Irish Coffee and             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> vacuum-sealed coffee. The article updates its list by removing Coffee Movement on Balboa Street, Poorboy        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, and Flywheel Coffee, while adding Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji.         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The featured coffee shops include Saint Frank Coffee, known for its minimal aesthetic and Bolivian coffees;     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Outset Coffee, notable for innovative fruit coffee drinks; Scullery, serving specialty East Bay coffee and      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> toast; Sextant Coffee Roasters, emphasizing direct trade and fourth wave coffee; Telescope Coffee, offering     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> unique seasonal drinks; Abanico Coffee Roasters, with Salvadoran influences; SPRO, recognized for inventive     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> drinks like the Cold Fashioned; Grand Coffee, with multiple locations and Chemex brewing; Hey Neighbor Cafe, a  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bayview favorite with local beans; Excelsior Coffee, a Black and brown-owned specialty shop; Andytown Coffee    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, a west side staple with Guatemalan espresso; Hi NRG, a pop-up with Hong Kong-inspired lattes; Paper   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Son, blending Asian American heritage with espresso craft; Shoji, a multifaceted SoMa spot with award-winning   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee; Caffe Trieste, a historic North Beach institution; and The Coffee Movement at Side A, combining coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with soft serve and doughnuts. The article also references additional maps and guides for dining in San         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco and nearby areas.                                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Saint  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants.\", \"Outset on Valencia and   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> New Montgomery streets takes the form to the next level.\", \"Sextant founder Kinani Ahmed works directly with    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Ethiopian, Kenyan, and Colombian growers, making high-end but affordable beans to-go.\", \"Paper Son pop-up is a  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> crowning achievement in the city’s vast coffee game, merging his Asian American heritage with his top-tier      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> espresso and pour-over skills.\", \"Caffe Trieste is indeed one of the touchstones for Godfather fans... The      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee won’t blow your mind; it’s dark as midnight and sweet as sin, as it’s been written.\"                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Paolo  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bicchieri thinks a good coffee shop should offer well-sourced beans, lively conversation, and a respite from    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the world.\", \"Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants: when    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the time is right in the city, nothing else will do.\"                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Recently moved to San Francisco, looking for good coffee place ... ---                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Personally, Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> (read: you can always find one of                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
@@ -1025,81 +1084,111 @@
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 1: Best Coffee Roaster San Francisco, CA - Last Updated August 2025 ---                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 1: I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16 ---                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.youtube.com/watch?v=xvTYaECZFbk                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Navigate with Kate                                                                                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1570 subscribers                                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 36 likes                                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1537 views                                                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 13 Apr 2025                                                                                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m San Francisco is a coffee lover's paradise, and this guide highlights 16 must-try coffee spots to satisfy every \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m craving! From iconic chains like Blue Bottle Coffee to hidden gems like Post Script Coffee, explore the best    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m places for work-friendly vibes, cozy hideaways, top-tier roasters, and unforgettable cups for true coffee       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m enthusiasts. Whether you're seeking the perfect latte, a scenic spot like Ritual Coffee Roasters, or unique     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m spaces like Moaring Coffee, this list has it all. Discover standout flavors, incredible designs, and even spots \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m for grabbing delicious toasts or specialty beans. Don’t miss this ultimate guide to San Francisco coffee        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m culture! ☕✨ Stay tuned for more city adventures in the next episode.                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m #sanfranciscocoffeeshop #ritualcoffee #bestcoffeeshopsinsanfrancisco #sfcoffee #sanfranciscocafes               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m CHAPTERS:                                                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 00:00 - Intro                                                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 00:20 - Work-Friendly Coffeeshop                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 03:09 - Best Roasters                                                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 05:04 - Design & Unique Coffeeshops                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 07:31 - Top 5 Coffeeshops                                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 11:00 - Outro                                                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Full List:                                                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Work-Friendly coffeeshop in San Francisco                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Blue Bottle Coffee                                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Bluestone Lane                                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Andytown Coffee                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Equator Coffees                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Flywheel Coffee Roasters                                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters in San Francisco                                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Linea Coffee Roasters                                                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Sextant Coffee Roasters                                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Ritual Coffee Roasters                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Design & Unique coffeeshops in San Francisco                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - P-Town Coffee                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Transamerica Pyramid                                                                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Postscript Coffee                                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Top 5 Speciatly coffeeshops in San Francisco                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - The Coffee Movement                                                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Motoring Coffee                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Paper Moon Coffee                                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Saint Frank Coffee                                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - The Mill                                                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 2: Best Coffee Roaster San Francisco, CA - Last Updated October 2025 ---                             \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m URL: https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Best Coffee Roaster Near San Francisco, California · 1. Graffeo Coffee Roasting Company. 4.7 (196 reviews) · 2. \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Andytown Coffee Roasters. 4.5 (1.1k reviews) · 3.                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. Graffeo Coffee Roasting Company. 4.7 (200 reviews). 3.1 mi · 2. Andytown Coffee Roasters. 4.5 (1.1k          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m reviews). 3.6 mi · 3. Out There Coffee Roasters. 4.3 (34                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 3: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m San Francisco is globally renowned for its rich coffee culture, being the birthplace of influential coffee      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m trends and establishments such as Wrecking Ball Coffee, which introduced the \"waves of coffee\" terminology. The \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m city has embraced diverse coffee styles, notably Yemeni coffee promoted by figures like Mokhtar Alkhanshali of  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Port of Mokha and Delah Coffee House. Traditional coffee culture landmarks include the origin of Irish Coffee   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and early Italian espresso influence. The latest list of the 16 best coffee shops in San Francisco reflects     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m dynamic changes, with new additions like Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji replacing \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m others. These shops are celebrated for their expertly brewed coffee, unique beverages, and community-oriented   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m atmospheres.                                                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Highlighted coffee shops include:                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Saint Frank Coffee: Known for its minimal aesthetic, high-quality Bolivian coffees, and expansion with new    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m locations including Juniper and SoMa.                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Outset Coffee: Innovators of fruit-infused coffee drinks like their Ethiopian coffee Americano with orange    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m juice and jasmine tea.                                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Scullery: Specialty coffee serving East Bay’s Mother Tongue Coffee, offering quality fare in the Tenderloin   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m area.                                                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sextant Coffee Roasters: Emphasizes direct relationships with Ethiopian, Kenyan, and Colombian growers, with  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m notable expansion.                                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Telescope Coffee: Offers creative seasonal drinks and a unique atmosphere in SoMa.                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Abanico Coffee Roasters: A Latino-owned Mission District shop with Latin American coffee influences.          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - SPRO - Mission Dolores/Castro: Creative coffee concoctions including a Cold Fashioned cold brew cocktail.     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Grand Coffee: Established 11 years ago with a second location, serving Mission Street with specialty brews.   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Hey Neighbor Cafe: Bayview’s cozy shop famed for quality beans and a unique mascot, a co-owner's cat.         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Excelsior Coffee: A Black and brown-owned specialty coffee shop known for its strong roasts and chai.         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Andytown Coffee Roasters: West side favorite with Guatemalan espresso and seasonal affogatos.                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Hi NRG: A pop-up with Hong Kong-inspired lattes and vibrant cultural energy.                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Paper Son: Merges Asian American heritage with coffee innovation; known for espresso passionfruit tonic.      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Shoji: A trendy SoMa venue offering both coffee and award-winning tea, with coffee from MAME roasters.        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Caffe Trieste: A historic North Beach landmark linked to cultural icons and dark, sweet espresso.             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - The Coffee Movement at Side A: Collaborative coffee and doughnut spot with a relaxed atmosphere.              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m The list reflects San Francisco’s coffee evolution encompassing heritage, diversity, and innovative approaches  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m to beverage crafting, underscoring the city’s ongoing influence in the global coffee scene.                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The webpage presents a curated list of the absolute best coffee shops in San Francisco as of 2025, authored by  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Paolo Bicchieri, associate editor for Northern California and the Pacific Northwest at Eater. San Francisco is  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m highlighted as a historic and influential city in coffee culture, being the birthplace of Wrecking Ball Coffee  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and the term \"waves of coffee,\" as well as introducing Yemeni coffee to the West Coast through establishments   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m like Port of Mokha and Delah Coffee House. The city is also noted as the origin of Irish Coffee and             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m vacuum-sealed coffee. The article updates its list by removing Coffee Movement on Balboa Street, Poorboy        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, and Flywheel Coffee, while adding Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji.         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The featured coffee shops include Saint Frank Coffee, known for its minimal aesthetic and Bolivian coffees;     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Outset Coffee, notable for innovative fruit coffee drinks; Scullery, serving specialty East Bay coffee and      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m toast; Sextant Coffee Roasters, emphasizing direct trade and fourth wave coffee; Telescope Coffee, offering     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m unique seasonal drinks; Abanico Coffee Roasters, with Salvadoran influences; SPRO, recognized for inventive     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m drinks like the Cold Fashioned; Grand Coffee, with multiple locations and Chemex brewing; Hey Neighbor Cafe, a  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Bayview favorite with local beans; Excelsior Coffee, a Black and brown-owned specialty shop; Andytown Coffee    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters, a west side staple with Guatemalan espresso; Hi NRG, a pop-up with Hong Kong-inspired lattes; Paper   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Son, blending Asian American heritage with espresso craft; Shoji, a multifaceted SoMa spot with award-winning   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee; Caffe Trieste, a historic North Beach institution; and The Coffee Movement at Side A, combining coffee  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m with soft serve and doughnuts. The article also references additional maps and guides for dining in San         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Francisco and nearby areas.                                                                                     \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m \"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Saint  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants.\", \"Outset on Valencia and   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m New Montgomery streets takes the form to the next level.\", \"Sextant founder Kinani Ahmed works directly with    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Ethiopian, Kenyan, and Colombian growers, making high-end but affordable beans to-go.\", \"Paper Son pop-up is a  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m crowning achievement in the city’s vast coffee game, merging his Asian American heritage with his top-tier      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m espresso and pour-over skills.\", \"Caffe Trieste is indeed one of the touchstones for Godfather fans... The      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee won’t blow your mind; it’s dark as midnight and sweet as sin, as it’s been written.\"                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Paolo  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Bicchieri thinks a good coffee shop should offer well-sourced beans, lively conversation, and a respite from    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the world.\", \"Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants: when    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the time is right in the city, nothing else will do.\"                                                           \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 3: Recently moved to San Francisco, looking for good coffee place ... ---                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Personally, Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m (read: you can always find one of                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1111,48 +1200,46 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"From this initial search, I've gathered some excellent information about San Francisco's top   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shops with a focus on quality. Key findings:\\n\\n**High-Quality Coffee Shops Identified:**\\n1. Saint      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Frank Coffee - described as \\\"to San Francisco coffee as Dungeness crab is to San Francisco restaurants\\\" -     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> suggests exceptional quality and local significance\\n2. Sextant Coffee Roasters - works directly with           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Ethiopian, Kenyan, and Colombian growers for high-end but affordable beans\\n3. Andytown Coffee Roasters -       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> highly rated (4.5 stars, 1.1k reviews) and mentioned as a \\\"West side favorite with Guatemalan espresso\\\"\\n4.   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp\\n5. Outset Coffee - innovators <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> with fruit-infused coffee drinks using Ethiopian coffee\\n6. Paper Son - described as \\\"crowning achievement\\\"   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> with top-tier espresso and pour-over skills\\n7. Sightglass and Ritual - mentioned as quality \\\"chain\\\"          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> options\\n\\n**What I still need:**\\n- More specific information about coffee quality assessments from expert     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sources\\n- Information from specialty coffee organizations or professional reviews\\n- More detailed analysis of <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> what makes each shop's coffee quality exceptional\\n- Customer feedback specifically about coffee quality rather <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> than general atmosphere\\n- Any specialty coffee certifications or awards\\n\\nI should search for more expert     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reviews and specialty coffee industry recognition next.\"                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"I've found some excellent initial information about San Francisco coffee shops. The sources    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> provide several key insights:\\n\\n1. From the YouTube video, I have a comprehensive list of 16 top coffee shops  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> categorized by different criteria, including specialty coffee shops like The Coffee Movement, Saint Frank       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee, and The Mill.\\n\\n2. The Eater SF article is particularly valuable as it's from a reputable food         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> publication and specifically focuses on coffee quality. It mentions several high-quality establishments like    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Saint Frank Coffee (known for Bolivian coffees), Sextant Coffee Roasters (emphasizing direct trade and fourth   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> wave coffee), and others with specific quality indicators.\\n\\n3. I'm getting some Yelp data showing             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> highly-rated roasters like Graffeo Coffee Roasting Company (4.7 stars) and Andytown Coffee Roasters (4.5        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> stars).\\n\\nHowever, I need more specific information about:\\n- Coffee quality assessments and expert reviews\\n- <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Specialty Coffee Association certifications or awards\\n- More detailed customer feedback specifically about     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee quality\\n- Information from Coffee Review or similar specialized coffee evaluation sources\\n\\nLet me     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> search for more specialized coffee quality assessments and expert reviews.\"                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01NqrUM8WxNUz1ZGtq6mWXe7                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_FlLskEwASj6ZlDd8hEO3cw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"From this initial search, I've gathered some excellent information about San Francisco's top   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee shops with a focus on quality. Key findings:\\n\\n**High-Quality Coffee Shops Identified:**\\n1. Saint      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Frank Coffee - described as \\\"to San Francisco coffee as Dungeness crab is to San Francisco restaurants\\\" -     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m suggests exceptional quality and local significance\\n2. Sextant Coffee Roasters - works directly with           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Ethiopian, Kenyan, and Colombian growers for high-end but affordable beans\\n3. Andytown Coffee Roasters -       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m highly rated (4.5 stars, 1.1k reviews) and mentioned as a \\\"West side favorite with Guatemalan espresso\\\"\\n4.   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp\\n5. Outset Coffee - innovators \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m with fruit-infused coffee drinks using Ethiopian coffee\\n6. Paper Son - described as \\\"crowning achievement\\\"   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m with top-tier espresso and pour-over skills\\n7. Sightglass and Ritual - mentioned as quality \\\"chain\\\"          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m options\\n\\n**What I still need:**\\n- More specific information about coffee quality assessments from expert     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m sources\\n- Information from specialty coffee organizations or professional reviews\\n- More detailed analysis of \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m what makes each shop's coffee quality exceptional\\n- Customer feedback specifically about coffee quality rather \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m than general atmosphere\\n- Any specialty coffee certifications or awards\\n\\nI should search for more expert     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m reviews and specialty coffee industry recognition next.\"                                                        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"I've found some excellent initial information about San Francisco coffee shops. The sources    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m provide several key insights:\\n\\n1. From the YouTube video, I have a comprehensive list of 16 top coffee shops  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m categorized by different criteria, including specialty coffee shops like The Coffee Movement, Saint Frank       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Coffee, and The Mill.\\n\\n2. The Eater SF article is particularly valuable as it's from a reputable food         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m publication and specifically focuses on coffee quality. It mentions several high-quality establishments like    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Saint Frank Coffee (known for Bolivian coffees), Sextant Coffee Roasters (emphasizing direct trade and fourth   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m wave coffee), and others with specific quality indicators.\\n\\n3. I'm getting some Yelp data showing             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m highly-rated roasters like Graffeo Coffee Roasting Company (4.7 stars) and Andytown Coffee Roasters (4.5        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m stars).\\n\\nHowever, I need more specific information about:\\n- Coffee quality assessments and expert reviews\\n- \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Specialty Coffee Association certifications or awards\\n- More detailed customer feedback specifically about     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee quality\\n- Information from Coffee Review or similar specialized coffee evaluation sources\\n\\nLet me     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m search for more specialized coffee quality assessments and expert reviews.\"                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01NqrUM8WxNUz1ZGtq6mWXe7                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_FlLskEwASj6ZlDd8hEO3cw                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1163,57 +1250,53 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: From this initial search, I've gathered some excellent information about San Francisco's   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> top coffee shops with a focus on quality. Key findings:                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **High-Quality Coffee Shops Identified:**                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Saint Frank Coffee - described as \"to San Francisco coffee as Dungeness crab is to San Francisco             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> restaurants\" - suggests exceptional quality and local significance                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Sextant Coffee Roasters - works directly with Ethiopian, Kenyan, and Colombian growers for high-end but      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> affordable beans                                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. Andytown Coffee Roasters - highly rated (4.5 stars, 1.1k reviews) and mentioned as a \"West side favorite     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with Guatemalan espresso\"                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 5. Outset Coffee - innovators with fruit-infused coffee drinks using Ethiopian coffee                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 6. Paper Son - described as \"crowning achievement\" with top-tier espresso and pour-over skills                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 7. Sightglass and Ritual - mentioned as quality \"chain\" options                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **What I still need:**                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More specific information about coffee quality assessments from expert sources                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Information from specialty coffee organizations or professional reviews                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More detailed analysis of what makes each shop's coffee quality exceptional                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Customer feedback specifically about coffee quality rather than general atmosphere                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Any specialty coffee certifications or awards                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I should search for more expert reviews and specialty coffee industry recognition next.                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: I've found some excellent initial information about San Francisco coffee shops. The        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sources provide several key insights:                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. From the YouTube video, I have a comprehensive list of 16 top coffee shops categorized by different          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> criteria, including specialty coffee shops like The Coffee Movement, Saint Frank Coffee, and The Mill.          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. The Eater SF article is particularly valuable as it's from a reputable food publication and specifically     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> focuses on coffee quality. It mentions several high-quality establishments like Saint Frank Coffee (known for   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bolivian coffees), Sextant Coffee Roasters (emphasizing direct trade and fourth wave coffee), and others with   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specific quality indicators.                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. I'm getting some Yelp data showing highly-rated roasters like Graffeo Coffee Roasting Company (4.7 stars)    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and Andytown Coffee Roasters (4.5 stars).                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> However, I need more specific information about:                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Coffee quality assessments and expert reviews                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specialty Coffee Association certifications or awards                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More detailed customer feedback specifically about coffee quality                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Information from Coffee Review or similar specialized coffee evaluation sources                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Let me search for more specialized coffee quality assessments and expert reviews.                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Reflection recorded: From this initial search, I've gathered some excellent information about San Francisco's   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m top coffee shops with a focus on quality. Key findings:                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **High-Quality Coffee Shops Identified:**                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 1. Saint Frank Coffee - described as \"to San Francisco coffee as Dungeness crab is to San Francisco             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m restaurants\" - suggests exceptional quality and local significance                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 2. Sextant Coffee Roasters - works directly with Ethiopian, Kenyan, and Colombian growers for high-end but      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m affordable beans                                                                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 3. Andytown Coffee Roasters - highly rated (4.5 stars, 1.1k reviews) and mentioned as a \"West side favorite     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m with Guatemalan espresso\"                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 4. Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp                             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 5. Outset Coffee - innovators with fruit-infused coffee drinks using Ethiopian coffee                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 6. Paper Son - described as \"crowning achievement\" with top-tier espresso and pour-over skills                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 7. Sightglass and Ritual - mentioned as quality \"chain\" options                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **What I still need:**                                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - More specific information about coffee quality assessments from expert sources                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Information from specialty coffee organizations or professional reviews                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - More detailed analysis of what makes each shop's coffee quality exceptional                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Customer feedback specifically about coffee quality rather than general atmosphere                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Any specialty coffee certifications or awards                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m I should search for more expert reviews and specialty coffee industry recognition next.                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: I've found some excellent initial information about San Francisco coffee shops. The        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sources provide several key insights:                                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. From the YouTube video, I have a comprehensive list of 16 top coffee shops categorized by different          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m criteria, including specialty coffee shops like The Coffee Movement, Saint Frank Coffee, and The Mill.          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. The Eater SF article is particularly valuable as it's from a reputable food publication and specifically     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m focuses on coffee quality. It mentions several high-quality establishments like Saint Frank Coffee (known for   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Bolivian coffees), Sextant Coffee Roasters (emphasizing direct trade and fourth wave coffee), and others with   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m specific quality indicators.                                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. I'm getting some Yelp data showing highly-rated roasters like Graffeo Coffee Roasting Company (4.7 stars)    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and Andytown Coffee Roasters (4.5 stars).                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m However, I need more specific information about:                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Coffee quality assessments and expert reviews                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Specialty Coffee Association certifications or awards                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - More detailed customer feedback specifically about coffee quality                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Information from Coffee Review or similar specialized coffee evaluation sources                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Let me search for more specialized coffee quality assessments and expert reviews.                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1225,24 +1308,26 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: tavily_search                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"San Francisco coffee shops specialty coffee association awards Coffee Review ratings Saint Frank    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Sextant Andytown\"                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"San Francisco coffee shops Specialty Coffee Association awards Coffee Review ratings third wave     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee quality 2024 2025\"                                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01JcXzDq9TAxbVW9T7J3W41B                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_dYOzDVw8TuueyHeDN6KjRQ                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: tavily_search                                                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"query\": \"San Francisco coffee shops specialty coffee association awards Coffee Review ratings Saint Frank    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Sextant Andytown\"                                                                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"query\": \"San Francisco coffee shops Specialty Coffee Association awards Coffee Review ratings third wave     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee quality 2024 2025\"                                                                                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01JcXzDq9TAxbVW9T7J3W41B                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_dYOzDVw8TuueyHeDN6KjRQ                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1257,75 +1342,72 @@
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: TOP 10 BEST Coffee Houses in San Francisco, CA - Yelp ---                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/search?find_desc=Coffee+Houses&amp;find_loc=San+Francisco%2C+CA                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: TOP 10 BEST Third Wave Coffee in San Francisco, CA - Yelp ---                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/search?find_desc=Third+Wave+Coffee&amp;find_loc=San+Francisco%2C+CA                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Sightglass Coffee 4.0 (2.1k reviews) 1.9 mi $$ Good coffee, not great. This is a very busy coffee house,     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with another counter on the second floor.                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Sightglass Coffee. 4.0 (2.2k reviews) · 2. Saint Frank Coffee. 4.3 (1k reviews) · 3. The Coffee Movement.    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4.6 (237 reviews) · 4. Andytown Coffee Roasters. 4.5 (                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: TH3RDWAVE AWARDS 2024 ---                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.th3rdwave.coffee/awards/                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> San Francisco is renowned globally as a pinnacle of coffee culture, being the birthplace of key innovations and <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> terminology such as the \"waves of coffee\" by Trish Rothgeb of Wrecking Ball Coffee. The city introduced Yemeni  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee to the West Coast through notable cafes like Port of Mokha and Delah Coffee House. It is also            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> historically significant for the creation of the Irish Coffee and the popularization of Italian espresso        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> culture in the U.S., along with the invention of vacuum-sealed coffee. This article highlights 16 of the best   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee shops currently sustaining San Francisco's coffee legacy. Notable shops include Saint Frank Coffee,      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> known for Bolivian coffee and stylish service with multiple locations; Outset Coffee, specializing in           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> innovative fruit coffee drinks; The Scullery, offering East Bay's Mother Tongue coffee and quality toast in     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Tenderloin; Sextant Coffee Roasters, whose founder collaborates directly with growers and offers affordable     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> high-end beans; Telescope Coffee in SoMa, featuring unique seasonal drinks like honeycomb lattes and signature  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> strawberry milk; Abanico Coffee Roasters in the Mission with El Salvadoran influences and specialty drinks;     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SPRO with inventive mixed coffee cocktails and multiple city locations; Grand Coffee with a new spacious        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> location and quality Chemex brews; Hey Neighbor Cafe in Bayview, popular for its toast and ties to local bakery <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Rize Up; Excelsior Coffee, a Black and brown-owned shop providing strong but balanced roasts; Andytown Coffee   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, beloved on the west side with Guatemalan espresso and signature affogatos; Hi NRG, a pop-up offering  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Hong Kong-inspired lattes; Paper Son, merging Asian American heritage with innovative espresso drinks; Shoji,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> known for high-quality tea and coffee service by award-winning baristas; Caffe Trieste, famed for its vintage   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee culture and ties to film history; and The Coffee Movement at Side A, combining coffee with doughnuts and <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> soft serve in a relaxed setting. The list reflects recent updates with some shops removed and others added,     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> demonstrating San Francisco's evolving but enduring coffee scene.                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The Th3rdwave Awards celebrate the dedication and craftsmanship of independent coffee shops and roasters across <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Canada, highlighting excellence in the third wave coffee movement. The 6th annual ceremony is scheduled for May <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3, 2025, at Café Collectif 2025, with free but limited tickets available. The awards process involves a         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> three-step approach: public nominations (April 7-14), curated nominee selection revealed April 15, and voting   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> that combines community and industry input to determine winners. Nominees must be independently owned, locally  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> based, primarily coffee-focused, and operational for at least nine months. Voting balances community rankings   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and professional scores, each weighted equally. Various Canadian cities have nominees, including Montreal (28), <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Toronto (14), Vancouver (6), and others. The awards are supported by sponsors such as Tremacafe, Oatbox, and    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Café Collectif. Participants who vote can enter a draw to win coffee-related prizes like coffee makers, scales, <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> grinders, and subscriptions. The awards aim to strengthen the coffee community by recognizing passion and       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> quality in specialty coffee across Canada.                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> forever.\", \"Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> green tea, and orange syrup.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Colombian growers, making high-end but affordable beans to-go.\", \"SPRO is known for its playful and inventive   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee drinks, including the Cold Fashioned, a cold brew mixed with orange bitters and gum syrup topped with a  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Luxardo cherry and flamed orange twist.\"                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The Th3rdwave Awards celebrate the dedication &amp; craftsmanship of independent coffee shops &amp; roasters across     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Canada., Your voice matters! By voting for your favorite nominees, you play a key role in honoring the best in  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee., The award follow a structured 3 step-process to ensure fairness, inclusivity, and prestige., The       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ceremony will take place at the Café Collectif 2025. May 3rd, 2025, Tickets are free but limited!, The voting   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> process balances community input and industry expertise, with 50% weight each.                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Battle of SF Coffee 2025☕ : r/sanfrancisco - Reddit ---                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.reddit.com/r/sanfrancisco/comments/1li7ro2/battle_of_sf_coffee_2025/                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Specialty Coffee Association Awards ---                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://sca.coffee/awards                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The webpage is a Reddit post from the r/sanfrancisco community titled \"Battle of SF Coffee 2025☕️🏆,\" initiated <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> by user SoundsByEYE approximately 16 days ago. The post is designed as a community-driven event to identify the <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> best coffee shops in San Francisco for the year 2025. It invites members to participate by upvoting their       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> favorite coffee spots listed in the thread, adding new coffee shop recommendations not already mentioned, and   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sharing opinions or notes on quality and offerings. The goal is to foster engagement within the San Francisco   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> community to discover and celebrate the city's top coffee venues through collective input and voting.           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The Specialty Coffee Association (SCA) annually hosts the SCA Awards, recognizing excellence in product         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> innovation, design, and sustainability within the specialty coffee industry worldwide. The 2024 SCA Awards are  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> open globally and include three main categories: Best New Product Awards, Coffee Design Awards, and             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Sustainability Awards. The Best New Product Awards highlight innovative products that add value to specialty    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee in both consumer and commercial sectors, showcased at major trade shows such as World of Coffee Dubai    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> (January 21-23, 2024), Specialty Coffee Expo in Chicago (April 12-14, 2024), and World of Coffee Copenhagen     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> (June 27-29, 2024). The Coffee Design Awards celebrate outstanding design in branding, packaging, and spaces,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> featured at the same events. The Sustainability Awards honor individuals, businesses, and organizations with    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> innovative projects promoting sustainability in the coffee industry. Past winners and finalists for these       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> awards are regularly announced, with detailed coverage of the 2021 through 2024 award cycles available on the   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SCA website. The awards serve to inspire and recognize leadership and innovation across the specialty coffee    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sector.                                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Battle of SF Coffee 2025☕️🏆, This should be fun and a great way to try some new spots and see what the         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> consensus is in the city!, Here are the guidelines: 1. Check to see if your spot is in the thread first. Upvote <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> your favorite coffee shops in the thread; 2. Comment your favorite SF coffee spots that have not been posted.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> If you have thoughts on that spot drop it in that comment thread 🔑; 3. Upvote the other spots you              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> like/Downvote the spots you think could be better., May the best coffee win! ☕️ 🏆                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> We are excited to announce the 2024 SCA Awards, recognizing excellence in product innovation, design, and       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sustainability across the industry., Best New Product Awards returns as a show feature of Specialty Coffee Expo <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and World of Coffee., Coffee Design Awards returns each year as a show feature of Specialty Coffee Expo and     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> World of Coffee., The Sustainability Awards recognize individuals, businesses, and organizations that have      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> created innovative projects or business models shown to expand and promote sustainability within the coffee     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> world., The Specialty Coffee Association is proud to present the Non-Profit and For-Profit companies awarded    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the 2024 Sustainability Awards, recognizing excellence in sustainability across the industry.                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
@@ -1339,75 +1421,72 @@
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 1: TOP 10 BEST Coffee Houses in San Francisco, CA - Yelp ---                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/search?find_desc=Coffee+Houses&find_loc=San+Francisco%2C+CA                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 1: TOP 10 BEST Third Wave Coffee in San Francisco, CA - Yelp ---                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/search?find_desc=Third+Wave+Coffee&find_loc=San+Francisco%2C+CA                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 1. Sightglass Coffee 4.0 (2.1k reviews) 1.9 mi $$ Good coffee, not great. This is a very busy coffee house,     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m with another counter on the second floor.                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. Sightglass Coffee. 4.0 (2.2k reviews) · 2. Saint Frank Coffee. 4.3 (1k reviews) · 3. The Coffee Movement.    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 4.6 (237 reviews) · 4. Andytown Coffee Roasters. 4.5 (                                                          \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 2: TH3RDWAVE AWARDS 2024 ---                                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.th3rdwave.coffee/awards/                                                                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m San Francisco is renowned globally as a pinnacle of coffee culture, being the birthplace of key innovations and \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m terminology such as the \"waves of coffee\" by Trish Rothgeb of Wrecking Ball Coffee. The city introduced Yemeni  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee to the West Coast through notable cafes like Port of Mokha and Delah Coffee House. It is also            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m historically significant for the creation of the Irish Coffee and the popularization of Italian espresso        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m culture in the U.S., along with the invention of vacuum-sealed coffee. This article highlights 16 of the best   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee shops currently sustaining San Francisco's coffee legacy. Notable shops include Saint Frank Coffee,      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m known for Bolivian coffee and stylish service with multiple locations; Outset Coffee, specializing in           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m innovative fruit coffee drinks; The Scullery, offering East Bay's Mother Tongue coffee and quality toast in     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Tenderloin; Sextant Coffee Roasters, whose founder collaborates directly with growers and offers affordable     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m high-end beans; Telescope Coffee in SoMa, featuring unique seasonal drinks like honeycomb lattes and signature  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m strawberry milk; Abanico Coffee Roasters in the Mission with El Salvadoran influences and specialty drinks;     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m SPRO with inventive mixed coffee cocktails and multiple city locations; Grand Coffee with a new spacious        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m location and quality Chemex brews; Hey Neighbor Cafe in Bayview, popular for its toast and ties to local bakery \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Rize Up; Excelsior Coffee, a Black and brown-owned shop providing strong but balanced roasts; Andytown Coffee   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Roasters, beloved on the west side with Guatemalan espresso and signature affogatos; Hi NRG, a pop-up offering  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Hong Kong-inspired lattes; Paper Son, merging Asian American heritage with innovative espresso drinks; Shoji,   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m known for high-quality tea and coffee service by award-winning baristas; Caffe Trieste, famed for its vintage   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee culture and ties to film history; and The Coffee Movement at Side A, combining coffee with doughnuts and \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m soft serve in a relaxed setting. The list reflects recent updates with some shops removed and others added,     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m demonstrating San Francisco's evolving but enduring coffee scene.                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The Th3rdwave Awards celebrate the dedication and craftsmanship of independent coffee shops and roasters across \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Canada, highlighting excellence in the third wave coffee movement. The 6th annual ceremony is scheduled for May \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3, 2025, at Café Collectif 2025, with free but limited tickets available. The awards process involves a         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m three-step approach: public nominations (April 7-14), curated nominee selection revealed April 15, and voting   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m that combines community and industry input to determine winners. Nominees must be independently owned, locally  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m based, primarily coffee-focused, and operational for at least nine months. Voting balances community rankings   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and professional scores, each weighted equally. Various Canadian cities have nominees, including Montreal (28), \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Toronto (14), Vancouver (6), and others. The awards are supported by sponsors such as Tremacafe, Oatbox, and    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Café Collectif. Participants who vote can enter a draw to win coffee-related prizes like coffee makers, scales, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m grinders, and subscriptions. The awards aim to strengthen the coffee community by recognizing passion and       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m quality in specialty coffee across Canada.                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m \"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m forever.\", \"Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m green tea, and orange syrup.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Colombian growers, making high-end but affordable beans to-go.\", \"SPRO is known for its playful and inventive   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee drinks, including the Cold Fashioned, a cold brew mixed with orange bitters and gum syrup topped with a  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Luxardo cherry and flamed orange twist.\"                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The Th3rdwave Awards celebrate the dedication & craftsmanship of independent coffee shops & roasters across     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Canada., Your voice matters! By voting for your favorite nominees, you play a key role in honoring the best in  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee., The award follow a structured 3 step-process to ensure fairness, inclusivity, and prestige., The       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ceremony will take place at the Café Collectif 2025. May 3rd, 2025, Tickets are free but limited!, The voting   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m process balances community input and industry expertise, with 50% weight each.                                  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 3: Battle of SF Coffee 2025☕ : r/sanfrancisco - Reddit ---                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.reddit.com/r/sanfrancisco/comments/1li7ro2/battle_of_sf_coffee_2025/                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 3: Specialty Coffee Association Awards ---                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://sca.coffee/awards                                                                                  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m The webpage is a Reddit post from the r/sanfrancisco community titled \"Battle of SF Coffee 2025☕️🏆,\" initiated \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m by user SoundsByEYE approximately 16 days ago. The post is designed as a community-driven event to identify the \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m best coffee shops in San Francisco for the year 2025. It invites members to participate by upvoting their       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m favorite coffee spots listed in the thread, adding new coffee shop recommendations not already mentioned, and   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m sharing opinions or notes on quality and offerings. The goal is to foster engagement within the San Francisco   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m community to discover and celebrate the city's top coffee venues through collective input and voting.           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The Specialty Coffee Association (SCA) annually hosts the SCA Awards, recognizing excellence in product         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m innovation, design, and sustainability within the specialty coffee industry worldwide. The 2024 SCA Awards are  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m open globally and include three main categories: Best New Product Awards, Coffee Design Awards, and             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Sustainability Awards. The Best New Product Awards highlight innovative products that add value to specialty    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee in both consumer and commercial sectors, showcased at major trade shows such as World of Coffee Dubai    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m (January 21-23, 2024), Specialty Coffee Expo in Chicago (April 12-14, 2024), and World of Coffee Copenhagen     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m (June 27-29, 2024). The Coffee Design Awards celebrate outstanding design in branding, packaging, and spaces,   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m featured at the same events. The Sustainability Awards honor individuals, businesses, and organizations with    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m innovative projects promoting sustainability in the coffee industry. Past winners and finalists for these       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m awards are regularly announced, with detailed coverage of the 2021 through 2024 award cycles available on the   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m SCA website. The awards serve to inspire and recognize leadership and innovation across the specialty coffee    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sector.                                                                                                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Battle of SF Coffee 2025☕️🏆, This should be fun and a great way to try some new spots and see what the         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m consensus is in the city!, Here are the guidelines: 1. Check to see if your spot is in the thread first. Upvote \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m your favorite coffee shops in the thread; 2. Comment your favorite SF coffee spots that have not been posted.   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m If you have thoughts on that spot drop it in that comment thread 🔑; 3. Upvote the other spots you              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m like/Downvote the spots you think could be better., May the best coffee win! ☕️ 🏆                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m We are excited to announce the 2024 SCA Awards, recognizing excellence in product innovation, design, and       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sustainability across the industry., Best New Product Awards returns as a show feature of Specialty Coffee Expo \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and World of Coffee., Coffee Design Awards returns each year as a show feature of Specialty Coffee Expo and     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m World of Coffee., The Sustainability Awards recognize individuals, businesses, and organizations that have      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m created innovative projects or business models shown to expand and promote sustainability within the coffee     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m world., The Specialty Coffee Association is proud to present the Non-Profit and For-Profit companies awarded    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the 2024 Sustainability Awards, recognizing excellence in sustainability across the industry.                   \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
@@ -1423,46 +1502,40 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"The second search provided additional context but didn't yield the specific expert reviews or  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specialty coffee organization ratings I was hoping for. However, I did find:\\n\\n**Additional Quality            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Indicators:**\\n- Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \\\"Good coffee, not        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> great\\\" - this suggests it may not be top-tier for quality\\n- The Reddit \\\"Battle of SF Coffee 2025\\\" post      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> could have community insights but I need to search for more specific results from that discussion\\n\\n**Current  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Top Contenders Based on Quality Indicators:**\\n1. **Saint Frank Coffee** - consistently mentioned as premium    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality\\n2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing\\n3. **Andytown    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee Roasters** - high ratings and specialty Guatemalan espresso\\n4. **Graffeo Coffee Roasting Company** -    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> highest Yelp rating (4.7/5)\\n5. **Paper Son** - described as \\\"crowning achievement\\\" with top-tier skills\\n6.  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Outset Coffee** - innovative Ethiopian coffee preparations\\n\\n**Still Missing:**\\n- Official coffee industry  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> awards or certifications\\n- Detailed customer reviews specifically about coffee quality\\n- Expert coffee        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reviewer ratings\\n- More specific information about roasting practices and bean sourcing\\n\\nI should search for <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> more detailed reviews and specific coffee quality assessments from customers and experts.\"                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"The second search provided some useful information but not specifically about San Francisco    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shops. I found:\\n\\n1. Yelp data on third wave coffee shops in SF, showing Sightglass Coffee (4.0 stars), <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Saint Frank Coffee (4.3 stars), The Coffee Movement (4.6 stars), and Andytown Coffee Roasters (4.5 stars) -     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> these are consistent with my earlier findings.\\n\\n2. Information about specialty coffee awards, but these are   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> more general industry awards rather than specific to San Francisco establishments.\\n\\nI need to search more     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specifically for:\\n- Individual coffee shop reviews and quality assessments\\n- Customer feedback specifically   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> about coffee quality\\n- Any local SF coffee competitions or awards\\n- More detailed information about the       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> top-mentioned shops like Saint Frank, Sightglass, Ritual, etc.\\n\\nLet me search for more specific information   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> about the leading coffee shops I've identified.\"                                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01KeuDYpWJxPzx8JXDLXVXzC                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_yvPKAHjSSBWpvOleKMR0Cw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"The second search provided additional context but didn't yield the specific expert reviews or  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m specialty coffee organization ratings I was hoping for. However, I did find:\\n\\n**Additional Quality            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Indicators:**\\n- Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \\\"Good coffee, not        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m great\\\" - this suggests it may not be top-tier for quality\\n- The Reddit \\\"Battle of SF Coffee 2025\\\" post      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m could have community insights but I need to search for more specific results from that discussion\\n\\n**Current  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Top Contenders Based on Quality Indicators:**\\n1. **Saint Frank Coffee** - consistently mentioned as premium    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m quality\\n2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing\\n3. **Andytown    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Coffee Roasters** - high ratings and specialty Guatemalan espresso\\n4. **Graffeo Coffee Roasting Company** -    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m highest Yelp rating (4.7/5)\\n5. **Paper Son** - described as \\\"crowning achievement\\\" with top-tier skills\\n6.  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Outset Coffee** - innovative Ethiopian coffee preparations\\n\\n**Still Missing:**\\n- Official coffee industry  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m awards or certifications\\n- Detailed customer reviews specifically about coffee quality\\n- Expert coffee        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m reviewer ratings\\n- More specific information about roasting practices and bean sourcing\\n\\nI should search for \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m more detailed reviews and specific coffee quality assessments from customers and experts.\"                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"The second search provided some useful information but not specifically about San Francisco    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee shops. I found:\\n\\n1. Yelp data on third wave coffee shops in SF, showing Sightglass Coffee (4.0 stars), \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Saint Frank Coffee (4.3 stars), The Coffee Movement (4.6 stars), and Andytown Coffee Roasters (4.5 stars) -     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m these are consistent with my earlier findings.\\n\\n2. Information about specialty coffee awards, but these are   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m more general industry awards rather than specific to San Francisco establishments.\\n\\nI need to search more     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specifically for:\\n- Individual coffee shop reviews and quality assessments\\n- Customer feedback specifically   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m about coffee quality\\n- Any local SF coffee competitions or awards\\n- More detailed information about the       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m top-mentioned shops like Saint Frank, Sightglass, Ritual, etc.\\n\\nLet me search for more specific information   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m about the leading coffee shops I've identified.\"                                                                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01KeuDYpWJxPzx8JXDLXVXzC                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_yvPKAHjSSBWpvOleKMR0Cw                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1473,59 +1546,45 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: The second search provided additional context but didn't yield the specific expert reviews <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> or specialty coffee organization ratings I was hoping for. However, I did find:                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Additional Quality Indicators:**                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \"Good coffee, not great\" - this suggests <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> it may not be top-tier for quality                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The Reddit \"Battle of SF Coffee 2025\" post could have community insights but I need to search for more        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specific results from that discussion                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Current Top Contenders Based on Quality Indicators:**                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. **Saint Frank Coffee** - consistently mentioned as premium quality                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. **Andytown Coffee Roasters** - high ratings and specialty Guatemalan espresso                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. **Graffeo Coffee Roasting Company** - highest Yelp rating (4.7/5)                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 5. **Paper Son** - described as \"crowning achievement\" with top-tier skills                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 6. **Outset Coffee** - innovative Ethiopian coffee preparations                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Still Missing:**                                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Official coffee industry awards or certifications                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Detailed customer reviews specifically about coffee quality                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Expert coffee reviewer ratings                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More specific information about roasting practices and bean sourcing                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I should search for more detailed reviews and specific coffee quality assessments from customers and experts.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: The second search provided some useful information but not specifically about San          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco coffee shops. I found:                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Yelp data on third wave coffee shops in SF, showing Sightglass Coffee (4.0 stars), Saint Frank Coffee (4.3   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> stars), The Coffee Movement (4.6 stars), and Andytown Coffee Roasters (4.5 stars) - these are consistent with   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> my earlier findings.                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Information about specialty coffee awards, but these are more general industry awards rather than specific   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to San Francisco establishments.                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I need to search more specifically for:                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Individual coffee shop reviews and quality assessments                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Customer feedback specifically about coffee quality                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Any local SF coffee competitions or awards                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More detailed information about the top-mentioned shops like Saint Frank, Sightglass, Ritual, etc.            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Let me search for more specific information about the leading coffee shops I've identified.                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Reflection recorded: The second search provided additional context but didn't yield the specific expert reviews \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m or specialty coffee organization ratings I was hoping for. However, I did find:                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Additional Quality Indicators:**                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \"Good coffee, not great\" - this suggests \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m it may not be top-tier for quality                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - The Reddit \"Battle of SF Coffee 2025\" post could have community insights but I need to search for more        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m specific results from that discussion                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Current Top Contenders Based on Quality Indicators:**                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 1. **Saint Frank Coffee** - consistently mentioned as premium quality                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 3. **Andytown Coffee Roasters** - high ratings and specialty Guatemalan espresso                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 4. **Graffeo Coffee Roasting Company** - highest Yelp rating (4.7/5)                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 5. **Paper Son** - described as \"crowning achievement\" with top-tier skills                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 6. **Outset Coffee** - innovative Ethiopian coffee preparations                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Still Missing:**                                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Official coffee industry awards or certifications                                                             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Detailed customer reviews specifically about coffee quality                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Expert coffee reviewer ratings                                                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - More specific information about roasting practices and bean sourcing                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m I should search for more detailed reviews and specific coffee quality assessments from customers and experts.   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: The second search provided some useful information but not specifically about San          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Francisco coffee shops. I found:                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. Yelp data on third wave coffee shops in SF, showing Sightglass Coffee (4.0 stars), Saint Frank Coffee (4.3   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m stars), The Coffee Movement (4.6 stars), and Andytown Coffee Roasters (4.5 stars) - these are consistent with   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m my earlier findings.                                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. Information about specialty coffee awards, but these are more general industry awards rather than specific   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m to San Francisco establishments.                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I need to search more specifically for:                                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Individual coffee shop reviews and quality assessments                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Customer feedback specifically about coffee quality                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Any local SF coffee competitions or awards                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - More detailed information about the top-mentioned shops like Saint Frank, Sightglass, Ritual, etc.            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Let me search for more specific information about the leading coffee shops I've identified.                     \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1537,24 +1596,26 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: tavily_search                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"\\\"Saint Frank Coffee\\\" \\\"Sextant Coffee\\\" \\\"Andytown Coffee\\\" San Francisco coffee quality reviews  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> roasting awards beans sourcing\"                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"\\\"Saint Frank Coffee\\\" \\\"Sightglass Coffee\\\" \\\"Ritual Coffee\\\" San Francisco coffee quality reviews <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> expert ratings 2024 2025\"                                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01YEVx3BLKeLVE9SbuDZKb7r                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_punCxjQBSY6GdZA_tEhbEA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: tavily_search                                                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"query\": \"\\\"Saint Frank Coffee\\\" \\\"Sextant Coffee\\\" \\\"Andytown Coffee\\\" San Francisco coffee quality reviews  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m roasting awards beans sourcing\"                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"query\": \"\\\"Saint Frank Coffee\\\" \\\"Sightglass Coffee\\\" \\\"Ritual Coffee\\\" San Francisco coffee quality reviews \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m expert ratings 2024 2025\"                                                                                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01YEVx3BLKeLVE9SbuDZKb7r                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_punCxjQBSY6GdZA_tEhbEA                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1569,64 +1630,66 @@
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: Yelp SAINT FRANK COFFEE - Updated August 2025 - 1279 Photos &amp; 1000 Reviews - 2340 Polk St, San    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco, California - Coffee &amp; Tea - Restaurant Reviews - Phone Number - Menu - Yelp ---                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/biz/saint-frank-coffee-san-francisco-2                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: Best Coffee Roaster San Francisco, CA - Last Updated October 2025 ---                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco%2C+CA                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Coffee is a popular coffee and tea shop located at 2340 Polk St, San Francisco, CA, in the Russian  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Hill neighborhood. It specializes in coffee and breakfast/brunch items, operating daily from 7:00 AM to 6:00    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> PM. The café boasts a 4.3-star rating based on 996 reviews and has a considerable photo gallery showcasing its  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> offerings and ambiance. The menu features popular drinks like the House Almond Macadamia Milk, Honey Lavender   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Latte, Orange Cream Latte, Macadamia Nut Milk, and various lattes and cold brews. The establishment is          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> described as hipster, trendy, classy yet casual, and suitable for working. It offers take-out, takes            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reservations, has vegan options, and is wheelchair accessible. Customers have noted the presence of outdoor     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> seating. The business can be contacted at (415) 881-8062 and maintains a website at saintfrankcoffee.com.       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Coffee is a coffee and tea shop located at 2340 Polk St, San Francisco, California. 4.3-star rating <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> based on 996 reviews. Open daily from 7:00 AM to 6:00 PM. Popular drinks include House Almond Macadamia Milk,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Honey Lavender Latte, Orange Cream Latte, and various specialty lattes. The café offers take-out, takes         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reservations, has vegan options, and is wheelchair accessible. The vibe is hipster, trendy, casual, and good    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> for working. Outdoor seating is available.                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Sightglass Coffee (2160 reviews). Ritual Coffee Roasters (1983 reviews). Blue Bottle Coffee - Hayes Valley      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Kiosk (1759 reviews). Home Coffee Roasters                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: Tripadvisor SAINT FRANK COFFEE, San Francisco - 2340 Polk St, Polk Gulch - Restaurant Reviews &amp;   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Phone Number - Tripadvisor ---                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL:                                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.tripadvisor.com/Restaurant_Review-g60713-d5209565-Reviews-Saint_Frank_Coffee-San_Francisco_Californ <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ia.html                                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: Top 10 Best Coffee Flight Near San Francisco, California - Yelp ---                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/search?find_desc=Coffee+Flight&amp;find_loc=San+Francisco%2C+CA                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Coffee , San Francisco : See 68 unbiased reviews of Saint Frank Coffee , rated 4.4 of 5 on          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Tripadvisor and ranked #649 of 3,345 restaurants in San Francisco .                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ... Sightglass Coffee ... Saint Frank Coffee - Coffee Flight near me - San Francisco, California. 2. Saint      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Frank Coffee. 4.3 (1k reviews). 2.7 mi. 2340 Polk St, San                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Saint Frank Coffee - San Francisco ---                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.saintfrankcoffee.com/                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: As 50 melhores cafeterias e cafés em São Francisco - Wanderlog ---                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://wanderlog.com/pt/list/geoCategory/17872/                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Coffee is a San Francisco-based coffee company offering a variety of coffee products including      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> single origin, blends, and instant coffee. Their online store also includes merchandise, brewing gear, and gift <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> collections. The company emphasizes a concept called 'Relational Sourcing' and shares their story and values on <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> their website. Customers can subscribe to receive fresh coffee via a subscription service, with a promotion     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> offering a free bag of coffee for new subscribers. Saint Frank Coffee operates a physical location at 1604 17th <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Street, San Francisco, CA 94107, and provides contact options through email and phone. They also have a         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> wholesale program and regularly update their customers through newsletters and a blog. The website offers       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> accessibility features such as screen-reader mode.                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This webpage provides a comprehensive guide to the 50 best coffee shops and cafes in San Francisco,             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highlighting the city's vibrant and diverse coffee culture. It features detailed descriptions, customer         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reviews, and ratings for each establishment, including popular spots like Sightglass Coffee, Ritual Coffee      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, Saint Frank Coffee, Flywheel Coffee Roasters, The Mill, Andytown Coffee Roasters, Wrecking Ball       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee Roasters, Four Barrel Coffee, The Coffee Movement, Linea Caffe, Mazarine Coffee, Philz Coffee, Blue      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bottle Coffee, Caffe Trieste, Réveille Coffee Co., Verve Coffee Roasters, Sextant Coffee Roasters, Third Wheel  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, Jane on Fillmore, Le Marais Bakery, Equator Coffees, Stable Cafe, Cafe Réveille, Farley's Coffeehouse,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Pinhole Coffee, Cafe International, Beacon Coffee &amp; Pantry, Mercury Cafe, Excelsior Coffee, Hey Neighbor Cafe,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The Buena Vista, b. patisserie, Tartine Manufactory, Craftsman and Wolves Valencia, Duboce Park Cafe, Stonemill <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Matcha, Atlas Cafe, Haus Coffee, and Neighbor's Corner. Each listing includes information about the ambiance,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specialty drinks, food offerings, customer service, and unique features. The guide also references the cultural <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and historical significance of some cafes, their ethical sourcing practices, and community involvement.         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Additionally, the webpage offers links to related categories, popular road trips from San Francisco, climate    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> information, and travel itineraries, making it a valuable resource for coffee enthusiasts and travelers         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> planning to explore San Francisco's coffee scene.                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Sign up and we’ll send you fresh news and perspectives _and_ your first subscription bag free., Relational      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Sourcing, 1604 17th Street, San Francisco, CA 94107, Wholesale program available through the website            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> São Francisco é uma cidade que infunde criatividade e cultura em cada xícara de café. Das ruas movimentadas do  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Distrito Financeiro às vibrações descontraídas do Outer Sunset, a cena do café aqui é tão diversa quanto seus   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> bairros., Sightglass Coffee é uma cafeteria independente que oferece uma variedade de cafés do mundo em um      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ambiente contemporâneo, completo com um bar de espresso e um torrador no local., Ritual Coffee Roasters é uma   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> cadeia em crescimento de cafeterias artesanais com seis locais em San Francisco e Napa Valley. Eles priorizam a <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> construção de relacionamentos com os produtores de café e torrificam seus grãos no local., Saint Frank Coffee é <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> uma popular cafeteria de dois andares localizada em São Francisco, conhecida por sua decoração minimalista e    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> deliciosas pastelarias., Andytown Coffee Roasters é uma moderna cafeteria e café com influência irlandesa,      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> localizada no bairro Outer Sunset de São Francisco., Wrecking Ball Coffee Roasters é uma charmosa cafeteria     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> localizada no bairro Cow Hollow de São Francisco. A proprietária, Trish Rothgeb, é renomada por ter cunhado o   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> termo \"café de terceira onda\"., Blue Bottle Coffee é uma popular cadeia de cafeterias de alto padrão conhecida  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> por seu café de alta qualidade, doces e práticas ecológicas., Tartine Bakery, localizada em São Francisco, é um <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> local amado conhecido pelo uso de ingredientes orgânicos para criar deliciosas pastelarias de café da manhã,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sanduíches prensados quentes e café., Philz Coffee é uma cadeia local descontraída conhecida por seus cafés,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> chás, bebidas especiais e doces personalizados., The Buena Vista, um café histórico fundado em 1916, está       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> localizado no final da linha do bonde de Hyde Street. É conhecido por ter introduzido o café irlandês nos       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Estados Unidos em 1952.                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
@@ -1640,64 +1703,66 @@
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 1: Yelp SAINT FRANK COFFEE - Updated August 2025 - 1279 Photos & 1000 Reviews - 2340 Polk St, San    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Francisco, California - Coffee & Tea - Restaurant Reviews - Phone Number - Menu - Yelp ---                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/biz/saint-frank-coffee-san-francisco-2                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 1: Best Coffee Roaster San Francisco, CA - Last Updated October 2025 ---                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank Coffee is a popular coffee and tea shop located at 2340 Polk St, San Francisco, CA, in the Russian  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Hill neighborhood. It specializes in coffee and breakfast/brunch items, operating daily from 7:00 AM to 6:00    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m PM. The café boasts a 4.3-star rating based on 996 reviews and has a considerable photo gallery showcasing its  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m offerings and ambiance. The menu features popular drinks like the House Almond Macadamia Milk, Honey Lavender   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Latte, Orange Cream Latte, Macadamia Nut Milk, and various lattes and cold brews. The establishment is          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m described as hipster, trendy, classy yet casual, and suitable for working. It offers take-out, takes            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m reservations, has vegan options, and is wheelchair accessible. Customers have noted the presence of outdoor     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m seating. The business can be contacted at (415) 881-8062 and maintains a website at saintfrankcoffee.com.       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank Coffee is a coffee and tea shop located at 2340 Polk St, San Francisco, California. 4.3-star rating \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m based on 996 reviews. Open daily from 7:00 AM to 6:00 PM. Popular drinks include House Almond Macadamia Milk,   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Honey Lavender Latte, Orange Cream Latte, and various specialty lattes. The café offers take-out, takes         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m reservations, has vegan options, and is wheelchair accessible. The vibe is hipster, trendy, casual, and good    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m for working. Outdoor seating is available.                                                                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Sightglass Coffee (2160 reviews). Ritual Coffee Roasters (1983 reviews). Blue Bottle Coffee - Hayes Valley      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Kiosk (1759 reviews). Home Coffee Roasters                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 2: Tripadvisor SAINT FRANK COFFEE, San Francisco - 2340 Polk St, Polk Gulch - Restaurant Reviews &   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Phone Number - Tripadvisor ---                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL:                                                                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://www.tripadvisor.com/Restaurant_Review-g60713-d5209565-Reviews-Saint_Frank_Coffee-San_Francisco_Californ \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m ia.html                                                                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 2: Top 10 Best Coffee Flight Near San Francisco, California - Yelp ---                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/search?find_desc=Coffee+Flight&find_loc=San+Francisco%2C+CA                           \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank Coffee , San Francisco : See 68 unbiased reviews of Saint Frank Coffee , rated 4.4 of 5 on          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Tripadvisor and ranked #649 of 3,345 restaurants in San Francisco .                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ... Sightglass Coffee ... Saint Frank Coffee - Coffee Flight near me - San Francisco, California. 2. Saint      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Frank Coffee. 4.3 (1k reviews). 2.7 mi. 2340 Polk St, San                                                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 3: Saint Frank Coffee - San Francisco ---                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.saintfrankcoffee.com/                                                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 3: As 50 melhores cafeterias e cafés em São Francisco - Wanderlog ---                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://wanderlog.com/pt/list/geoCategory/17872/                                                           \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank Coffee is a San Francisco-based coffee company offering a variety of coffee products including      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m single origin, blends, and instant coffee. Their online store also includes merchandise, brewing gear, and gift \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m collections. The company emphasizes a concept called 'Relational Sourcing' and shares their story and values on \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m their website. Customers can subscribe to receive fresh coffee via a subscription service, with a promotion     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m offering a free bag of coffee for new subscribers. Saint Frank Coffee operates a physical location at 1604 17th \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Street, San Francisco, CA 94107, and provides contact options through email and phone. They also have a         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m wholesale program and regularly update their customers through newsletters and a blog. The website offers       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m accessibility features such as screen-reader mode.                                                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m This webpage provides a comprehensive guide to the 50 best coffee shops and cafes in San Francisco,             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m highlighting the city's vibrant and diverse coffee culture. It features detailed descriptions, customer         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m reviews, and ratings for each establishment, including popular spots like Sightglass Coffee, Ritual Coffee      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters, Saint Frank Coffee, Flywheel Coffee Roasters, The Mill, Andytown Coffee Roasters, Wrecking Ball       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee Roasters, Four Barrel Coffee, The Coffee Movement, Linea Caffe, Mazarine Coffee, Philz Coffee, Blue      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Bottle Coffee, Caffe Trieste, Réveille Coffee Co., Verve Coffee Roasters, Sextant Coffee Roasters, Third Wheel  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, Jane on Fillmore, Le Marais Bakery, Equator Coffees, Stable Cafe, Cafe Réveille, Farley's Coffeehouse,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Pinhole Coffee, Cafe International, Beacon Coffee & Pantry, Mercury Cafe, Excelsior Coffee, Hey Neighbor Cafe,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The Buena Vista, b. patisserie, Tartine Manufactory, Craftsman and Wolves Valencia, Duboce Park Cafe, Stonemill \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Matcha, Atlas Cafe, Haus Coffee, and Neighbor's Corner. Each listing includes information about the ambiance,   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m specialty drinks, food offerings, customer service, and unique features. The guide also references the cultural \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and historical significance of some cafes, their ethical sourcing practices, and community involvement.         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Additionally, the webpage offers links to related categories, popular road trips from San Francisco, climate    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m information, and travel itineraries, making it a valuable resource for coffee enthusiasts and travelers         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m planning to explore San Francisco's coffee scene.                                                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Sign up and we’ll send you fresh news and perspectives _and_ your first subscription bag free., Relational      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Sourcing, 1604 17th Street, San Francisco, CA 94107, Wholesale program available through the website            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m São Francisco é uma cidade que infunde criatividade e cultura em cada xícara de café. Das ruas movimentadas do  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Distrito Financeiro às vibrações descontraídas do Outer Sunset, a cena do café aqui é tão diversa quanto seus   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m bairros., Sightglass Coffee é uma cafeteria independente que oferece uma variedade de cafés do mundo em um      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ambiente contemporâneo, completo com um bar de espresso e um torrador no local., Ritual Coffee Roasters é uma   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m cadeia em crescimento de cafeterias artesanais com seis locais em San Francisco e Napa Valley. Eles priorizam a \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m construção de relacionamentos com os produtores de café e torrificam seus grãos no local., Saint Frank Coffee é \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m uma popular cafeteria de dois andares localizada em São Francisco, conhecida por sua decoração minimalista e    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m deliciosas pastelarias., Andytown Coffee Roasters é uma moderna cafeteria e café com influência irlandesa,      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m localizada no bairro Outer Sunset de São Francisco., Wrecking Ball Coffee Roasters é uma charmosa cafeteria     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m localizada no bairro Cow Hollow de São Francisco. A proprietária, Trish Rothgeb, é renomada por ter cunhado o   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m termo \"café de terceira onda\"., Blue Bottle Coffee é uma popular cadeia de cafeterias de alto padrão conhecida  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m por seu café de alta qualidade, doces e práticas ecológicas., Tartine Bakery, localizada em São Francisco, é um \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m local amado conhecido pelo uso de ingredientes orgânicos para criar deliciosas pastelarias de café da manhã,    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sanduíches prensados quentes e café., Philz Coffee é uma cadeia local descontraída conhecida por seus cafés,    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m chás, bebidas especiais e doces personalizados., The Buena Vista, um café histórico fundado em 1916, está       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m localizado no final da linha do bonde de Hyde Street. É conhecido por ter introduzido o café irlandês nos       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Estados Unidos em 1952.                                                                                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
@@ -1713,42 +1778,44 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Good progress! I now have more concrete information about Saint Frank Coffee:\\n\\n**Saint Frank <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee Quality Indicators:**\\n- 4.3-star rating on Yelp (996 reviews)\\n- 4.4-star rating on TripAdvisor (68     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reviews), ranked #649 of 3,345 restaurants in SF\\n- Emphasizes \\\"Relational Sourcing\\\" - suggests quality       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sourcing practices\\n- Multiple locations indicating success and growth\\n- Specialty drinks like Honey Lavender  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Latte and Orange Cream Latte\\n- Has wholesale program suggesting commercial success\\n\\n**Current                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Assessment:**\\nSaint Frank appears to be a high-quality operation with solid ratings and good sourcing          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> practices. However, I still need more specific information about the other top contenders like Sextant,         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Andytown, and Graffeo. I should search for more detailed information about coffee quality assessments and       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> customer feedback specifically about taste and coffee preparation quality.\\n\\n**Next Steps:**\\nI need one more  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> targeted search to gather specific customer reviews about coffee quality and any additional expert assessments  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> to provide a comprehensive ranking.\"                                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"This search provided valuable information, particularly from the Portuguese-language Wanderlog <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> guide which offers comprehensive details about San Francisco's top 50 coffee shops. Key findings include:\\n\\n1. <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Consistent Top Players**: The same names keep appearing across sources - Sightglass Coffee, Ritual Coffee     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Roasters, Saint Frank Coffee, Andytown Coffee Roasters, The Mill, Blue Bottle Coffee, and others.\\n\\n2.         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Indicators**: \\n   - Sightglass Coffee: Independent roastery with on-site roasting and espresso bar\\n <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Ritual Coffee Roasters: Focuses on building relationships with coffee producers and roasts on-site\\n   -      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Saint Frank Coffee: Known for minimalist design and quality pastries\\n   - Wrecking Ball Coffee: Owned by Trish <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Rothgeb who coined the \\\"third wave coffee\\\" term\\n   - Andytown Coffee Roasters: Modern Irish-influenced       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shop\\n\\n3. **Review Data**: I have Yelp ratings showing strong performance for these                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> establishments.\\n\\nI have good foundational information, but I should search for one more specific query to get <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> more detailed coffee quality assessments and any recent expert reviews or awards for 2024-2025.\"                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01DT4p3qmK7FZJ7bBK2kUhBP                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_jsmn6HBUQZaJjkGPVZ7bLA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"Good progress! I now have more concrete information about Saint Frank Coffee:\\n\\n**Saint Frank \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Coffee Quality Indicators:**\\n- 4.3-star rating on Yelp (996 reviews)\\n- 4.4-star rating on TripAdvisor (68     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m reviews), ranked #649 of 3,345 restaurants in SF\\n- Emphasizes \\\"Relational Sourcing\\\" - suggests quality       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m sourcing practices\\n- Multiple locations indicating success and growth\\n- Specialty drinks like Honey Lavender  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Latte and Orange Cream Latte\\n- Has wholesale program suggesting commercial success\\n\\n**Current                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Assessment:**\\nSaint Frank appears to be a high-quality operation with solid ratings and good sourcing          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m practices. However, I still need more specific information about the other top contenders like Sextant,         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Andytown, and Graffeo. I should search for more detailed information about coffee quality assessments and       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m customer feedback specifically about taste and coffee preparation quality.\\n\\n**Next Steps:**\\nI need one more  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m targeted search to gather specific customer reviews about coffee quality and any additional expert assessments  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m to provide a comprehensive ranking.\"                                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"This search provided valuable information, particularly from the Portuguese-language Wanderlog \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m guide which offers comprehensive details about San Francisco's top 50 coffee shops. Key findings include:\\n\\n1. \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m **Consistent Top Players**: The same names keep appearing across sources - Sightglass Coffee, Ritual Coffee     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Roasters, Saint Frank Coffee, Andytown Coffee Roasters, The Mill, Blue Bottle Coffee, and others.\\n\\n2.         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m **Quality Indicators**: \\n   - Sightglass Coffee: Independent roastery with on-site roasting and espresso bar\\n \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - Ritual Coffee Roasters: Focuses on building relationships with coffee producers and roasts on-site\\n   -      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Saint Frank Coffee: Known for minimalist design and quality pastries\\n   - Wrecking Ball Coffee: Owned by Trish \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Rothgeb who coined the \\\"third wave coffee\\\" term\\n   - Andytown Coffee Roasters: Modern Irish-influenced       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee shop\\n\\n3. **Review Data**: I have Yelp ratings showing strong performance for these                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m establishments.\\n\\nI have good foundational information, but I should search for one more specific query to get \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m more detailed coffee quality assessments and any recent expert reviews or awards for 2024-2025.\"                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01DT4p3qmK7FZJ7bBK2kUhBP                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_jsmn6HBUQZaJjkGPVZ7bLA                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1759,49 +1826,47 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: Good progress! I now have more concrete information about Saint Frank Coffee:              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Saint Frank Coffee Quality Indicators:**                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - 4.3-star rating on Yelp (996 reviews)                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - 4.4-star rating on TripAdvisor (68 reviews), ranked #649 of 3,345 restaurants in SF                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Emphasizes \"Relational Sourcing\" - suggests quality sourcing practices                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Multiple locations indicating success and growth                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specialty drinks like Honey Lavender Latte and Orange Cream Latte                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Has wholesale program suggesting commercial success                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Current Assessment:**                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank appears to be a high-quality operation with solid ratings and good sourcing practices. However, I   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> still need more specific information about the other top contenders like Sextant, Andytown, and Graffeo. I      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> should search for more detailed information about coffee quality assessments and customer feedback specifically <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> about taste and coffee preparation quality.                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Next Steps:**                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I need one more targeted search to gather specific customer reviews about coffee quality and any additional     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> expert assessments to provide a comprehensive ranking.                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: This search provided valuable information, particularly from the Portuguese-language       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Wanderlog guide which offers comprehensive details about San Francisco's top 50 coffee shops. Key findings      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> include:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. **Consistent Top Players**: The same names keep appearing across sources - Sightglass Coffee, Ritual Coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, Saint Frank Coffee, Andytown Coffee Roasters, The Mill, Blue Bottle Coffee, and others.               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. **Quality Indicators**:                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Sightglass Coffee: Independent roastery with on-site roasting and espresso bar                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Ritual Coffee Roasters: Focuses on building relationships with coffee producers and roasts on-site         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Saint Frank Coffee: Known for minimalist design and quality pastries                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Wrecking Ball Coffee: Owned by Trish Rothgeb who coined the \"third wave coffee\" term                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Andytown Coffee Roasters: Modern Irish-influenced coffee shop                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. **Review Data**: I have Yelp ratings showing strong performance for these establishments.                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I have good foundational information, but I should search for one more specific query to get more detailed      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee quality assessments and any recent expert reviews or awards for 2024-2025.                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Reflection recorded: Good progress! I now have more concrete information about Saint Frank Coffee:              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Saint Frank Coffee Quality Indicators:**                                                                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - 4.3-star rating on Yelp (996 reviews)                                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - 4.4-star rating on TripAdvisor (68 reviews), ranked #649 of 3,345 restaurants in SF                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Emphasizes \"Relational Sourcing\" - suggests quality sourcing practices                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Multiple locations indicating success and growth                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Specialty drinks like Honey Lavender Latte and Orange Cream Latte                                             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Has wholesale program suggesting commercial success                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Current Assessment:**                                                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank appears to be a high-quality operation with solid ratings and good sourcing practices. However, I   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m still need more specific information about the other top contenders like Sextant, Andytown, and Graffeo. I      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m should search for more detailed information about coffee quality assessments and customer feedback specifically \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m about taste and coffee preparation quality.                                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Next Steps:**                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m I need one more targeted search to gather specific customer reviews about coffee quality and any additional     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m expert assessments to provide a comprehensive ranking.                                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: This search provided valuable information, particularly from the Portuguese-language       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Wanderlog guide which offers comprehensive details about San Francisco's top 50 coffee shops. Key findings      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m include:                                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. **Consistent Top Players**: The same names keep appearing across sources - Sightglass Coffee, Ritual Coffee  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters, Saint Frank Coffee, Andytown Coffee Roasters, The Mill, Blue Bottle Coffee, and others.               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. **Quality Indicators**:                                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Sightglass Coffee: Independent roastery with on-site roasting and espresso bar                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Ritual Coffee Roasters: Focuses on building relationships with coffee producers and roasts on-site         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Saint Frank Coffee: Known for minimalist design and quality pastries                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Wrecking Ball Coffee: Owned by Trish Rothgeb who coined the \"third wave coffee\" term                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Andytown Coffee Roasters: Modern Irish-influenced coffee shop                                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. **Review Data**: I have Yelp ratings showing strong performance for these establishments.                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I have good foundational information, but I should search for one more specific query to get more detailed      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee quality assessments and any recent expert reviews or awards for 2024-2025.                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1813,24 +1878,26 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: tavily_search                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"Graffeo Coffee Roasting Company Andytown Coffee Sextant Coffee San Francisco customer reviews       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee taste quality beans espresso\"                                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"query\": \"San Francisco best coffee 2024 2025 expert reviews coffee quality ratings \\\"direct trade\\\" \\\"single <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> origin\\\" specialty roasters\"                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01KkFmdMzwp3iX8DihJ58jgq                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_4h7HvoVKQ8yBa-UCtauezQ                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: tavily_search                                                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"query\": \"Graffeo Coffee Roasting Company Andytown Coffee Sextant Coffee San Francisco customer reviews       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee taste quality beans espresso\"                                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"query\": \"San Francisco best coffee 2024 2025 expert reviews coffee quality ratings \\\"direct trade\\\" \\\"single \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m origin\\\" specialty roasters\"                                                                                    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01KkFmdMzwp3iX8DihJ58jgq                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_4h7HvoVKQ8yBa-UCtauezQ                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1845,70 +1912,55 @@
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: Andytown Coffee Roasters | San Francisco Specialty Coffee ---                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://andytownsf.com/?srsltid=AfmBOopIbJM2AWmflHO9G7nXAgj2Hv7rQUna8jIX1A9fPmD5qXJn5h3g                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 1: Yelp TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025 - Yelp ---              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/search?find_desc=Single+Origin+Coffee&amp;amp;find_loc=Denver,+CO                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Andytown Coffee Roasters is offering a 'Happy Fogust' promotion featuring 20% off all 5lb bags of coffee for    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> online purchases. Free shipping is automatically applied to orders of $50 or more. Their coffee lineup includes <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> several single-origin coffees and blends such as Peru Satipo Finca Tasta, Burundi Kayanza Incuti, Indonesia     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Natural East Java Mount Ijen, Short Strand Blend, Wind &amp; Sea Blend, Cold Brew Blend, Shore Leave Hook Blend,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and Decaf Guatemala Esquipulas. They emphasize sustainable practices as a certified California Green Business,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> focusing on compostable packaging and ethical sourcing, support for local community hiring and events in San    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco, and high product quality through meticulous sourcing and small-batch roasting. The webpage also      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highlights the fruit-forward natural coffee from the Ijen Highlands of East Java, Indonesia, where the volcanic <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> soil creates ideal coffee-growing conditions, with Kevenka Coffee as a key producer. Additional offerings       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> include brewing gear, merchandise, and a full café menu with coffee, pastries, and seasonal treats. Customers   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> can view menus and place orders online, and they can follow @ANDYTOWNSF on social media for monthly offers and  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> updates.                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"Happy Fogust! 20% off 5lb bags of coffee online only.\", \"FREE Shipping automatically applied to orders $50 and <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> over.\", \"Andytown is a certified California Green Business committed to sustainability through compostable      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> packaging, energy efficiency, and ethical sourcing.\", \"Andytown supports our community through local hiring,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> inclusive spaces, neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit.\", <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"Andytown is dedicated to quality through meticulous sourcing, small-batch roasting, skilled baristas, and      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> crafting every cup with care and consistency.\"                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Top 10 Best Single Origin Coffee in San Francisco, CA - Last Updated August 2025 - Yelp - The Coffee Movement,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Golden Goat Coffee , Graffeo Coffee Roasting Company, Saint Frank Coffee, Andytown Coffee Roasters, Flywheel    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee Roasters, Diamond Coffee N Pastry, Rise &amp; Grind Coffee and Tea, Lady                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: GRAFFEO COFFEE ROASTING COMPANY - Updated ... ---                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/biz/graffeo-coffee-roasting-company-san-francisco                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 2: Yelp Best Coffee Roaster San Francisco, CA - Last Updated October 2025 - Yelp ---                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://www.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco,+CA                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This is the best coffee, freshly roasted, ground to your specificity, friendly customer service. And if not     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> local, they ship! Helpful                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> “ Bar none , the best coffee roaster in The City.                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Graffeo Coffee ---                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL: https://graffeo.com/?srsltid=AfmBOooR5Iosoe2hzeyTsbbZUiyGumR1Ei7BZMCSXI4gU-BV_xvwylFj                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --- SOURCE 3: Coffee Bros. The 51 Best Specialty Coffee Roasters and Brands in 2025 – Coffee Bros. ---          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> URL:                                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://coffeebros.com/blogs/coffee/the-51-best-specialty-coffee-roasters-and-brand-in-the-united-states-of-ame <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> rica                                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> SUMMARY:                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;summary&gt;                                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Graffeo Coffee is a family-run artisan coffee roaster based in North Beach, operating since 1935 and committed  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to producing what they consider the world's finest coffee. Their product lineup includes signature blends such  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> as Dark Roast, Light Roast, and Swiss Water Decaf — chemical-free decaffeinated coffee that maintains rich      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> flavor. The Dark Roast is smooth, rich, and full-bodied, offered at fine hotels and restaurants, while the      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Light Roast is a well-balanced coffee ideal for pour-over brewing. Their Gift Box offers a sampler of these     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffees with a brewing guide by coffee expert Wolfgang Klinker. The company prides itself on limited blends to  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> preserve quality and tradition, managed by Luciano Repetto, who continues roasting from the original North      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Beach storefront inherited from his father. Wholesale partnerships are available via direct contact. Graffeo    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee emphasizes both the art and science of roasting beans, maintaining a legacy passed through generations.  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The webpage presents a comprehensive list of the 51 best specialty coffee roasters and brands in the United     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> States for 2025, curated by Coffee Bros., a NYC-based specialty coffee roaster founded in 2019. The list        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highlights roasters known for high-quality, sustainable, and transparent coffee sourcing and roasting           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> practices. The top 15 picks include Coffee Bros. themselves, Onyx Coffee, Proud Mary, JBC Coffee Roasters, Red  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Rooster, Regalia Coffee, Bird Rock Coffee Roasters, Mostra Coffee, Abraco Espresso, Prodigal Coffee, Sey        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, Black &amp; White Coffee Roasters, Devoción Coffee Roasters, Blue Bottle Coffee, and Passenger Coffee       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters. Each featured roaster is described with their history, mission, unique qualities, and contributions   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to the specialty coffee industry, emphasizing sustainability, direct trade, quality, and community impact. The  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> webpage also offers coffee subscription deals, educational resources, and links to signature blends and         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> single-origin coffees. The list serves as a guide for specialty coffee enthusiasts seeking high-end, ethically  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sourced, and expertly roasted coffee brands in the USA.                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/summary&gt;                                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;key_excerpts&gt;                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> “To me Graffeo Coffee is rich, full and never bitter.”, \"Our signature Graffeo roast. Smooth, rich and          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> full-bodied. Served at some of the world’s finest hotels and restaurants.\", \"Chemical free, Swiss water process <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> preserves the flavor of the beans when roasting that impresses even ardent 'death before decaf' purists.\", \"A   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sample of our fresh roasted whole bean Dark, Light, and Decaf in an elegant gift-worthy package. Includes       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee master Wolfgang Klinker’s brewing guide for a perfect cup.\", \"Luciano Repetto has been steadfastly       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> roasting coffee from the same North Beach storefront that he took over from his father decades ago.\"            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"The best specialty coffee brands in the USA are multi-faceted, with diverse and distinct offerings... Each     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> brand has its own unique background, from the founders' story, the missions they attach to, the producers they  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> purchase from and support...\"; \"Coffee Bros. is known for its extremely high-quality blends of 86 – 90pt        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffees, often unheard of in the industry for blended coffee beans.\"; \"Onyx Coffee may be the pinnacle of       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specialty coffee in the United States... known for transparency, sustainability, and quality.\"; \"Proud Mary     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> blends Melbourne's coffee culture with Portland's innovative food scene, focusing on ethical sourcing and       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> equitable practices.\"; \"Passenger Coffee is constantly moving the needle regarding transparency and             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> producer-friendly practices, aiming for B Corp certification.\"                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> &lt;/key_excerpts&gt;                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> --------------------------------------------------------------------------------                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
@@ -1922,70 +1974,55 @@
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 1: Andytown Coffee Roasters | San Francisco Specialty Coffee ---                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://andytownsf.com/?srsltid=AfmBOopIbJM2AWmflHO9G7nXAgj2Hv7rQUna8jIX1A9fPmD5qXJn5h3g                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 1: Yelp TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025 - Yelp ---              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/search?find_desc=Single+Origin+Coffee&amp;find_loc=Denver,+CO                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Andytown Coffee Roasters is offering a 'Happy Fogust' promotion featuring 20% off all 5lb bags of coffee for    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m online purchases. Free shipping is automatically applied to orders of $50 or more. Their coffee lineup includes \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m several single-origin coffees and blends such as Peru Satipo Finca Tasta, Burundi Kayanza Incuti, Indonesia     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Natural East Java Mount Ijen, Short Strand Blend, Wind & Sea Blend, Cold Brew Blend, Shore Leave Hook Blend,    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and Decaf Guatemala Esquipulas. They emphasize sustainable practices as a certified California Green Business,  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m focusing on compostable packaging and ethical sourcing, support for local community hiring and events in San    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Francisco, and high product quality through meticulous sourcing and small-batch roasting. The webpage also      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m highlights the fruit-forward natural coffee from the Ijen Highlands of East Java, Indonesia, where the volcanic \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m soil creates ideal coffee-growing conditions, with Kevenka Coffee as a key producer. Additional offerings       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m include brewing gear, merchandise, and a full café menu with coffee, pastries, and seasonal treats. Customers   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m can view menus and place orders online, and they can follow @ANDYTOWNSF on social media for monthly offers and  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m updates.                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m \"Happy Fogust! 20% off 5lb bags of coffee online only.\", \"FREE Shipping automatically applied to orders $50 and \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m over.\", \"Andytown is a certified California Green Business committed to sustainability through compostable      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m packaging, energy efficiency, and ethical sourcing.\", \"Andytown supports our community through local hiring,    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m inclusive spaces, neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit.\", \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m \"Andytown is dedicated to quality through meticulous sourcing, small-batch roasting, skilled baristas, and      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m crafting every cup with care and consistency.\"                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Top 10 Best Single Origin Coffee in San Francisco, CA - Last Updated August 2025 - Yelp - The Coffee Movement,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Golden Goat Coffee , Graffeo Coffee Roasting Company, Saint Frank Coffee, Andytown Coffee Roasters, Flywheel    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee Roasters, Diamond Coffee N Pastry, Rise & Grind Coffee and Tea, Lady                                     \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 2: GRAFFEO COFFEE ROASTING COMPANY - Updated ... ---                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/biz/graffeo-coffee-roasting-company-san-francisco                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 2: Yelp Best Coffee Roaster San Francisco, CA - Last Updated October 2025 - Yelp ---                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco,+CA                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m This is the best coffee, freshly roasted, ground to your specificity, friendly customer service. And if not     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m local, they ship! Helpful                                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m “ Bar none , the best coffee roaster in The City.                                                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m --- SOURCE 3: Graffeo Coffee ---                                                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m URL: https://graffeo.com/?srsltid=AfmBOooR5Iosoe2hzeyTsbbZUiyGumR1Ei7BZMCSXI4gU-BV_xvwylFj                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m --- SOURCE 3: Coffee Bros. The 51 Best Specialty Coffee Roasters and Brands in 2025 – Coffee Bros. ---          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL:                                                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://coffeebros.com/blogs/coffee/the-51-best-specialty-coffee-roasters-and-brand-in-the-united-states-of-ame \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m rica                                                                                                            \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m SUMMARY:                                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <summary>                                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Graffeo Coffee is a family-run artisan coffee roaster based in North Beach, operating since 1935 and committed  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m to producing what they consider the world's finest coffee. Their product lineup includes signature blends such  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m as Dark Roast, Light Roast, and Swiss Water Decaf — chemical-free decaffeinated coffee that maintains rich      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m flavor. The Dark Roast is smooth, rich, and full-bodied, offered at fine hotels and restaurants, while the      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Light Roast is a well-balanced coffee ideal for pour-over brewing. Their Gift Box offers a sampler of these     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffees with a brewing guide by coffee expert Wolfgang Klinker. The company prides itself on limited blends to  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m preserve quality and tradition, managed by Luciano Repetto, who continues roasting from the original North      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Beach storefront inherited from his father. Wholesale partnerships are available via direct contact. Graffeo    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Coffee emphasizes both the art and science of roasting beans, maintaining a legacy passed through generations.  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The webpage presents a comprehensive list of the 51 best specialty coffee roasters and brands in the United     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m States for 2025, curated by Coffee Bros., a NYC-based specialty coffee roaster founded in 2019. The list        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m highlights roasters known for high-quality, sustainable, and transparent coffee sourcing and roasting           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m practices. The top 15 picks include Coffee Bros. themselves, Onyx Coffee, Proud Mary, JBC Coffee Roasters, Red  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Rooster, Regalia Coffee, Bird Rock Coffee Roasters, Mostra Coffee, Abraco Espresso, Prodigal Coffee, Sey        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, Black & White Coffee Roasters, Devoción Coffee Roasters, Blue Bottle Coffee, and Passenger Coffee       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters. Each featured roaster is described with their history, mission, unique qualities, and contributions   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m to the specialty coffee industry, emphasizing sustainability, direct trade, quality, and community impact. The  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m webpage also offers coffee subscription deals, educational resources, and links to signature blends and         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m single-origin coffees. The list serves as a guide for specialty coffee enthusiasts seeking high-end, ethically  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sourced, and expertly roasted coffee brands in the USA.                                                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </summary>                                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m <key_excerpts>                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m “To me Graffeo Coffee is rich, full and never bitter.”, \"Our signature Graffeo roast. Smooth, rich and          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m full-bodied. Served at some of the world’s finest hotels and restaurants.\", \"Chemical free, Swiss water process \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m preserves the flavor of the beans when roasting that impresses even ardent 'death before decaf' purists.\", \"A   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m sample of our fresh roasted whole bean Dark, Light, and Decaf in an elegant gift-worthy package. Includes       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee master Wolfgang Klinker’s brewing guide for a perfect cup.\", \"Luciano Repetto has been steadfastly       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m roasting coffee from the same North Beach storefront that he took over from his father decades ago.\"            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m \"The best specialty coffee brands in the USA are multi-faceted, with diverse and distinct offerings... Each     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m brand has its own unique background, from the founders' story, the missions they attach to, the producers they  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m purchase from and support...\"; \"Coffee Bros. is known for its extremely high-quality blends of 86 – 90pt        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffees, often unheard of in the industry for blended coffee beans.\"; \"Onyx Coffee may be the pinnacle of       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m specialty coffee in the United States... known for transparency, sustainability, and quality.\"; \"Proud Mary     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m blends Melbourne's coffee culture with Portland's innovative food scene, focusing on ethical sourcing and       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m equitable practices.\"; \"Passenger Coffee is constantly moving the needle regarding transparency and             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m producer-friendly practices, aiming for B Corp certification.\"                                                  \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m </key_excerpts>                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m --------------------------------------------------------------------------------                                \u001b[33m│\u001b[0m\n",
@@ -2001,50 +2038,44 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Excellent! Now I have comprehensive information about the top coffee shops in San Francisco.   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Let me analyze what I've gathered:\\n\\n**Quality Assessment Summary:**\\n\\n**1. Graffeo Coffee Roasting           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Company**\\n- Highest Yelp rating: 4.7/5 stars (196 reviews)\\n- Family-run since 1935 - indicates consistent     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality over time\\n- \\\"To me Graffeo Coffee is rich, full and never bitter\\\"\\n- Served at \\\"some of the world's <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> finest hotels and restaurants\\\"\\n- Traditional artisan roasting approach\\n- Swiss water decaf process           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (chemical-free)\\n\\n**2. Saint Frank Coffee**\\n- Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor\\n-      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> \\\"Relational Sourcing\\\" practices\\n- Multiple locations indicate success\\n- Specialty drinks and innovative     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> offerings\\n\\n**3. Andytown Coffee Roasters**\\n- 4.5 stars with 1.1k reviews\\n- Certified California Green       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Business\\n- \\\"Meticulous sourcing, small-batch roasting, skilled baristas\\\"\\n- Single-origin coffees and        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specialized blends\\n- Sustainable and ethical sourcing practices\\n- West side favorite with Guatemalan          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> espresso\\n\\n**4. Sextant Coffee Roasters**\\n- Direct trade with Ethiopian, Kenyan, and Colombian growers\\n-     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> \\\"High-end but affordable beans\\\"\\n- Strong sourcing relationships\\n\\n**5. Paper Son**\\n- Described as          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> \\\"crowning achievement\\\" \\n- \\\"Top-tier espresso and pour-over skills\\\"\\n- Innovative Asian American-influenced <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> drinks\\n\\nI now have enough information to provide a comprehensive, well-supported ranking based on coffee      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality indicators including ratings, sourcing practices, expert recognition, and customer feedback.\"           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"This final search has provided some additional valuable information:\\n\\n1. **Single Origin     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee Rankings**: Yelp shows The Coffee Movement, Golden Goat Coffee, Graffeo Coffee Roasting Company, Saint   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Frank Coffee, and Andytown Coffee Roasters as top single origin coffee providers in SF.\\n\\n2. **National        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Context**: The Coffee Bros. list of top 51 specialty roasters in the US includes Blue Bottle Coffee (which      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> originated in SF) as #14, giving context to SF's place in the national coffee scene.\\n\\n3. **Quality            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Indicators**: The search reinforces the importance of direct trade, single origin offerings, and transparency   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> in specialty coffee.\\n\\nI now have comprehensive information from multiple sources to provide a well-supported  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> analysis. I have:\\n- Multiple source confirmation of top coffee shops\\n- Yelp ratings and review data\\n- Expert <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> opinions from food publications (Eater SF)\\n- Information about coffee quality indicators (direct trade, single <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> origin, on-site roasting)\\n- Recent data from 2024-2025\\n\\nI can now provide a comprehensive answer with a      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> well-supported ranking of San Francisco's best coffee shops based on coffee quality.\"                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01EwGbBJXLSqZMgdELhu8F7J                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_0UmNDFZOTjarbmSc4AkvCA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"Excellent! Now I have comprehensive information about the top coffee shops in San Francisco.   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Let me analyze what I've gathered:\\n\\n**Quality Assessment Summary:**\\n\\n**1. Graffeo Coffee Roasting           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Company**\\n- Highest Yelp rating: 4.7/5 stars (196 reviews)\\n- Family-run since 1935 - indicates consistent     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m quality over time\\n- \\\"To me Graffeo Coffee is rich, full and never bitter\\\"\\n- Served at \\\"some of the world's \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m finest hotels and restaurants\\\"\\n- Traditional artisan roasting approach\\n- Swiss water decaf process           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m (chemical-free)\\n\\n**2. Saint Frank Coffee**\\n- Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor\\n-      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m \\\"Relational Sourcing\\\" practices\\n- Multiple locations indicate success\\n- Specialty drinks and innovative     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m offerings\\n\\n**3. Andytown Coffee Roasters**\\n- 4.5 stars with 1.1k reviews\\n- Certified California Green       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Business\\n- \\\"Meticulous sourcing, small-batch roasting, skilled baristas\\\"\\n- Single-origin coffees and        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m specialized blends\\n- Sustainable and ethical sourcing practices\\n- West side favorite with Guatemalan          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m espresso\\n\\n**4. Sextant Coffee Roasters**\\n- Direct trade with Ethiopian, Kenyan, and Colombian growers\\n-     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m \\\"High-end but affordable beans\\\"\\n- Strong sourcing relationships\\n\\n**5. Paper Son**\\n- Described as          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m \\\"crowning achievement\\\" \\n- \\\"Top-tier espresso and pour-over skills\\\"\\n- Innovative Asian American-influenced \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m drinks\\n\\nI now have enough information to provide a comprehensive, well-supported ranking based on coffee      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m quality indicators including ratings, sourcing practices, expert recognition, and customer feedback.\"           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"This final search has provided some additional valuable information:\\n\\n1. **Single Origin     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Coffee Rankings**: Yelp shows The Coffee Movement, Golden Goat Coffee, Graffeo Coffee Roasting Company, Saint   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Frank Coffee, and Andytown Coffee Roasters as top single origin coffee providers in SF.\\n\\n2. **National        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Context**: The Coffee Bros. list of top 51 specialty roasters in the US includes Blue Bottle Coffee (which      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m originated in SF) as #14, giving context to SF's place in the national coffee scene.\\n\\n3. **Quality            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Indicators**: The search reinforces the importance of direct trade, single origin offerings, and transparency   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m in specialty coffee.\\n\\nI now have comprehensive information from multiple sources to provide a well-supported  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m analysis. I have:\\n- Multiple source confirmation of top coffee shops\\n- Yelp ratings and review data\\n- Expert \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m opinions from food publications (Eater SF)\\n- Information about coffee quality indicators (direct trade, single \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m origin, on-site roasting)\\n- Recent data from 2024-2025\\n\\nI can now provide a comprehensive answer with a      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m well-supported ranking of San Francisco's best coffee shops based on coffee quality.\"                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01EwGbBJXLSqZMgdELhu8F7J                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_0UmNDFZOTjarbmSc4AkvCA                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -2055,89 +2086,51 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: Excellent! Now I have comprehensive information about the top coffee shops in San          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco. Let me analyze what I've gathered:                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Quality Assessment Summary:**                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **1. Graffeo Coffee Roasting Company**                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Highest Yelp rating: 4.7/5 stars (196 reviews)                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Family-run since 1935 - indicates consistent quality over time                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - \"To me Graffeo Coffee is rich, full and never bitter\"                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Served at \"some of the world's finest hotels and restaurants\"                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Traditional artisan roasting approach                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Swiss water decaf process (chemical-free)                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **2. Saint Frank Coffee**                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - \"Relational Sourcing\" practices                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Multiple locations indicate success                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specialty drinks and innovative offerings                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **3. Andytown Coffee Roasters**                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - 4.5 stars with 1.1k reviews                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Certified California Green Business                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - \"Meticulous sourcing, small-batch roasting, skilled baristas\"                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Single-origin coffees and specialized blends                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sustainable and ethical sourcing practices                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - West side favorite with Guatemalan espresso                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **4. Sextant Coffee Roasters**                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Direct trade with Ethiopian, Kenyan, and Colombian growers                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - \"High-end but affordable beans\"                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Strong sourcing relationships                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **5. Paper Son**                                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Described as \"crowning achievement\"                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - \"Top-tier espresso and pour-over skills\"                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Innovative Asian American-influenced drinks                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I now have enough information to provide a comprehensive, well-supported ranking based on coffee quality        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> indicators including ratings, sourcing practices, expert recognition, and customer feedback.                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: This final search has provided some additional valuable information:                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. **Single Origin Coffee Rankings**: Yelp shows The Coffee Movement, Golden Goat Coffee, Graffeo Coffee        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasting Company, Saint Frank Coffee, and Andytown Coffee Roasters as top single origin coffee providers in SF. <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. **National Context**: The Coffee Bros. list of top 51 specialty roasters in the US includes Blue Bottle      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee (which originated in SF) as #14, giving context to SF's place in the national coffee scene.              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. **Quality Indicators**: The search reinforces the importance of direct trade, single origin offerings, and   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> transparency in specialty coffee.                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I now have comprehensive information from multiple sources to provide a well-supported analysis. I have:        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Multiple source confirmation of top coffee shops                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Yelp ratings and review data                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Expert opinions from food publications (Eater SF)                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Information about coffee quality indicators (direct trade, single origin, on-site roasting)                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Recent data from 2024-2025                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I can now provide a comprehensive answer with a well-supported ranking of San Francisco's best coffee shops     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> based on coffee quality.                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Reflection recorded: Excellent! Now I have comprehensive information about the top coffee shops in San          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Francisco. Let me analyze what I've gathered:                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Quality Assessment Summary:**                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **1. Graffeo Coffee Roasting Company**                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Highest Yelp rating: 4.7/5 stars (196 reviews)                                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Family-run since 1935 - indicates consistent quality over time                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - \"To me Graffeo Coffee is rich, full and never bitter\"                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Served at \"some of the world's finest hotels and restaurants\"                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Traditional artisan roasting approach                                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Swiss water decaf process (chemical-free)                                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **2. Saint Frank Coffee**                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - \"Relational Sourcing\" practices                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Multiple locations indicate success                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Specialty drinks and innovative offerings                                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **3. Andytown Coffee Roasters**                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - 4.5 stars with 1.1k reviews                                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Certified California Green Business                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - \"Meticulous sourcing, small-batch roasting, skilled baristas\"                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Single-origin coffees and specialized blends                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sustainable and ethical sourcing practices                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - West side favorite with Guatemalan espresso                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **4. Sextant Coffee Roasters**                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Direct trade with Ethiopian, Kenyan, and Colombian growers                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - \"High-end but affordable beans\"                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Strong sourcing relationships                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **5. Paper Son**                                                                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Described as \"crowning achievement\"                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - \"Top-tier espresso and pour-over skills\"                                                                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Innovative Asian American-influenced drinks                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m I now have enough information to provide a comprehensive, well-supported ranking based on coffee quality        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m indicators including ratings, sourcing practices, expert recognition, and customer feedback.                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: This final search has provided some additional valuable information:                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. **Single Origin Coffee Rankings**: Yelp shows The Coffee Movement, Golden Goat Coffee, Graffeo Coffee        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasting Company, Saint Frank Coffee, and Andytown Coffee Roasters as top single origin coffee providers in SF. \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. **National Context**: The Coffee Bros. list of top 51 specialty roasters in the US includes Blue Bottle      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee (which originated in SF) as #14, giving context to SF's place in the national coffee scene.              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. **Quality Indicators**: The search reinforces the importance of direct trade, single origin offerings, and   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m transparency in specialty coffee.                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I now have comprehensive information from multiple sources to provide a well-supported analysis. I have:        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Multiple source confirmation of top coffee shops                                                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Yelp ratings and review data                                                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Expert opinions from food publications (Eater SF)                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Information about coffee quality indicators (direct trade, single origin, on-site roasting)                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Recent data from 2024-2025                                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I can now provide a comprehensive answer with a well-supported ranking of San Francisco's best coffee shops     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m based on coffee quality.                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -2148,149 +2141,193 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Based on my research focusing specifically on coffee quality in San Francisco, I've identified and evaluated    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> the top coffee shops using multiple quality indicators including customer ratings, expert recognition, sourcing <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> practices, and roasting methods. Here's my analysis:                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Based on my comprehensive research analyzing multiple sources including expert reviews, customer ratings, and   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specialty coffee indicators, here are the top coffee shops in San Francisco ranked by coffee quality as of      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 2025:                                                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## **Tier 1: Exceptional Coffee Quality**                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 1. **The Coffee Movement**                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: 4.6/5 stars (237 reviews)                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Consistently ranked #1 for single origin coffee in SF, featured in multiple \"best of\" <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> lists                                                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Known for exceptional specialty coffee and innovative approach                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expert Recognition**: Featured prominently in Eater SF's curated list                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 2. **Saint Frank Coffee**                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: 4.3/5 stars (1,000+ reviews)                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Renowned for Bolivian coffees, minimalist aesthetic focused on coffee quality         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expert Quote**: \"Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants:  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> when the time is right in the city, nothing else will do.\" - Eater SF                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: High-quality single origin offerings, expert curation                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Top San Francisco Coffee Shops Ranked by Coffee Quality                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 3. **Graffeo Coffee Roasting Company**                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: 4.7/5 stars (200 reviews)                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Highest Yelp rating among major roasters, traditional roasting expertise              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Long-established roaster with focus on quality and consistency                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **1. Graffeo Coffee Roasting Company**                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: Highest**                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Rating**: 4.7/5 stars (196 Yelp reviews) - highest rating found                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Heritage**: Family-run artisan roaster since 1935, indicating consistent quality over 90 years              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Industry Recognition**: Coffee served at \"some of the world's finest hotels and restaurants\"                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Characteristics**: Described as \"rich, full and never bitter\"                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Processing**: Swiss water decaf process (chemical-free) showing attention to quality methods                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expertise**: Traditional roasting approach with generational knowledge passed down                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## **Tier 2: Outstanding Coffee Quality**                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **2. Andytown Coffee Roasters**                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: Very High**                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Rating**: 4.5/5 stars (1,100+ Yelp reviews)                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Practices**: \"Meticulous sourcing, small-batch roasting, skilled baristas\"                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Certifications**: California Green Business certification indicating sustainable practices                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Sourcing**: Single-origin coffees and specialized blends with ethical sourcing                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Known for Guatemalan espresso and seasonal affogatos                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Reputation**: Consistently mentioned as \"West side favorite\"                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 4. **Sightglass Coffee**                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: 4.0/5 stars (2,200+ reviews)                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Independent roastery with on-site roasting and espresso bar                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Contemporary approach with variety of world coffees, transparent sourcing                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Consistently mentioned across all expert sources                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **3. Saint Frank Coffee**                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: Very High**                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Ratings**: 4.3/5 Yelp (996 reviews), 4.4/5 TripAdvisor (ranked #649 of 3,345 SF restaurants)                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Industry Standing**: Described as \"to San Francisco coffee as Dungeness crab is to San Francisco            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> restaurants\"                                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Sourcing**: \"Relational Sourcing\" practices indicating direct relationships with growers                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Growth**: Multiple locations and wholesale program suggest market validation of quality                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Innovation**: Known for Bolivian coffees and creative specialty drinks                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 5. **Ritual Coffee Roasters**                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: High ratings across multiple locations (1,983+ reviews)                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Focus on building relationships with coffee producers, on-site roasting               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Direct trade relationships, artisanal approach with multiple SF locations                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Historic third-wave coffee pioneer                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **4. Sextant Coffee Roasters**                                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: High**                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Sourcing Excellence**: Founder works directly with Ethiopian, Kenyan, and Colombian growers                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Value Proposition**: \"High-end but affordable beans\" - suggests quality without premium pricing             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Direct Trade**: Strong relationships with coffee producers ensuring quality control                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expert Recognition**: Mentioned consistently in quality-focused coffee discussions                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 6. **Andytown Coffee Roasters**                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Yelp Rating**: 4.5/5 stars (1,100+ reviews)                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Modern roasting techniques, Irish-influenced approach                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Guatemalan espresso, west side institution                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Featured in top single origin coffee rankings                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **5. Paper Son**                                                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: High**                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expert Assessment**: Described as \"crowning achievement in the city's vast coffee game\"                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Technical Skills**: \"Top-tier espresso and pour-over skills\"                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Innovation**: Merges Asian American heritage with coffee expertise                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialties**: Known for espresso passionfruit tonic and innovative preparations                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## **Tier 3: High Coffee Quality**                                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **6. Outset Coffee**                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Quality Score: High**                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Innovation**: Pioneers in fruit-infused coffee drinks                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Bean Quality**: Uses Ethiopian coffee in creative preparations                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Expertise**: Complex preparations like Americano with orange juice, jasmine tea, and orange syrup           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Consistently mentioned for taking coffee \"to the next level\"                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 7. **Sextant Coffee Roasters**                                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Emphasizes direct trade and \"fourth wave coffee\"                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Innovative approach to coffee sourcing and preparation                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Featured in Eater SF's curated selection                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Key Quality Indicators Found:                                                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 8. **Wrecking Ball Coffee Roasters**                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Founded by Trish Rothgeb, who coined the \"third wave coffee\" term                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Pioneer in specialty coffee movement                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Location**: Cow Hollow neighborhood                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Customer Ratings**: Graffeo leads with 4.7/5, followed by Andytown (4.5/5) and Saint Frank (4.3-4.4/5)        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 9. **Blue Bottle Coffee**                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **National Recognition**: Ranked #14 in Coffee Bros.' top 51 specialty roasters in the US                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: High-quality standards, sustainable practices                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Originated in SF, now nationally recognized for quality                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Sourcing Practices**: Multiple shops emphasize direct trade, ethical sourcing, and relationship-based         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> purchasing                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 10. **The Mill**                                                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Recognition**: Featured in multiple top coffee shop lists                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Indicators**: Focus on specialty coffee preparation                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Specialty**: Artisanal approach to coffee and food                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Industry Recognition**: Several shops serve premium hotels/restaurants or receive expert acclaim              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## **Key Quality Assessment Criteria Used:**                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Traditional vs. Innovation**: Mix of heritage roasters (Graffeo since 1935) and innovative newcomers          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 1. **Expert Reviews**: Eater SF (reputable food publication), Coffee Bros. national rankings                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 2. **Customer Ratings**: Yelp ratings with substantial review volumes                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 3. **Coffee Quality Indicators**:                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    - On-site roasting capabilities                                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    - Direct trade relationships                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    - Single origin offerings                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    - Third/fourth wave coffee practices                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    - Transparency in sourcing                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Technical Expertise**: Emphasis on skilled baristas, precise roasting, and specialized brewing methods        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 4. **Consistency Across Sources**: Shops appearing in multiple independent rankings                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 5. **Specialty Coffee Credentials**: Recognition for innovation and quality in the specialty coffee industry    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> This ranking prioritizes coffee quality metrics including taste consistency, sourcing practices, roasting       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> expertise, and customer satisfaction specifically related to coffee rather than ambiance or service factors.    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## **Notable Quality Trends:**                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Direct Trade Focus**: Top-rated shops emphasize direct relationships with coffee producers                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **On-Site Roasting**: The highest-quality establishments roast their own beans                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Single Origin Expertise**: Leading shops offer carefully curated single origin selections                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Third Wave Heritage**: Many top shops are pioneers or inheritors of the third wave coffee movement that     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> originated in San Francisco                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> This ranking prioritizes coffee quality above all other factors, using a combination of expert curation,        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> customer feedback specifically about coffee quality, and objective indicators of specialty coffee excellence.   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Based on my research focusing specifically on coffee quality in San Francisco, I've identified and evaluated    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m the top coffee shops using multiple quality indicators including customer ratings, expert recognition, sourcing \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m practices, and roasting methods. Here's my analysis:                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Based on my comprehensive research analyzing multiple sources including expert reviews, customer ratings, and   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specialty coffee indicators, here are the top coffee shops in San Francisco ranked by coffee quality as of      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 2025:                                                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## **Tier 1: Exceptional Coffee Quality**                                                                       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 1. **The Coffee Movement**                                                                                  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: 4.6/5 stars (237 reviews)                                                                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Consistently ranked #1 for single origin coffee in SF, featured in multiple \"best of\" \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m lists                                                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Known for exceptional specialty coffee and innovative approach                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Expert Recognition**: Featured prominently in Eater SF's curated list                                       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 2. **Saint Frank Coffee**                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: 4.3/5 stars (1,000+ reviews)                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Renowned for Bolivian coffees, minimalist aesthetic focused on coffee quality         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Expert Quote**: \"Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants:  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m when the time is right in the city, nothing else will do.\" - Eater SF                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: High-quality single origin offerings, expert curation                                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 3. **Graffeo Coffee Roasting Company**                                                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: 4.7/5 stars (200 reviews)                                                                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Highest Yelp rating among major roasters, traditional roasting expertise              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Long-established roaster with focus on quality and consistency                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ## Top San Francisco Coffee Shops Ranked by Coffee Quality                                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## **Tier 2: Outstanding Coffee Quality**                                                                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **1. Graffeo Coffee Roasting Company**                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: Highest**                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Rating**: 4.7/5 stars (196 Yelp reviews) - highest rating found                                             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Heritage**: Family-run artisan roaster since 1935, indicating consistent quality over 90 years              \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Industry Recognition**: Coffee served at \"some of the world's finest hotels and restaurants\"                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Quality Characteristics**: Described as \"rich, full and never bitter\"                                       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Processing**: Swiss water decaf process (chemical-free) showing attention to quality methods                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Expertise**: Traditional roasting approach with generational knowledge passed down                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 4. **Sightglass Coffee**                                                                                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: 4.0/5 stars (2,200+ reviews)                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Independent roastery with on-site roasting and espresso bar                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Contemporary approach with variety of world coffees, transparent sourcing                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Recognition**: Consistently mentioned across all expert sources                                             \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **2. Andytown Coffee Roasters**                                                                             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: Very High**                                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Rating**: 4.5/5 stars (1,100+ Yelp reviews)                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Quality Practices**: \"Meticulous sourcing, small-batch roasting, skilled baristas\"                          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Certifications**: California Green Business certification indicating sustainable practices                  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Sourcing**: Single-origin coffees and specialized blends with ethical sourcing                              \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Specialty**: Known for Guatemalan espresso and seasonal affogatos                                           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Reputation**: Consistently mentioned as \"West side favorite\"                                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 5. **Ritual Coffee Roasters**                                                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: High ratings across multiple locations (1,983+ reviews)                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Focus on building relationships with coffee producers, on-site roasting               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Direct trade relationships, artisanal approach with multiple SF locations                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Recognition**: Historic third-wave coffee pioneer                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **3. Saint Frank Coffee**                                                                                   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: Very High**                                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Ratings**: 4.3/5 Yelp (996 reviews), 4.4/5 TripAdvisor (ranked #649 of 3,345 SF restaurants)                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Industry Standing**: Described as \"to San Francisco coffee as Dungeness crab is to San Francisco            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m restaurants\"                                                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Sourcing**: \"Relational Sourcing\" practices indicating direct relationships with growers                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Growth**: Multiple locations and wholesale program suggest market validation of quality                     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Innovation**: Known for Bolivian coffees and creative specialty drinks                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 6. **Andytown Coffee Roasters**                                                                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Yelp Rating**: 4.5/5 stars (1,100+ reviews)                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Modern roasting techniques, Irish-influenced approach                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Guatemalan espresso, west side institution                                                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Recognition**: Featured in top single origin coffee rankings                                                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **4. Sextant Coffee Roasters**                                                                              \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: High**                                                                                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Sourcing Excellence**: Founder works directly with Ethiopian, Kenyan, and Colombian growers                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Value Proposition**: \"High-end but affordable beans\" - suggests quality without premium pricing             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Direct Trade**: Strong relationships with coffee producers ensuring quality control                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Expert Recognition**: Mentioned consistently in quality-focused coffee discussions                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## **Tier 3: High Coffee Quality**                                                                              \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **5. Paper Son**                                                                                            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: High**                                                                                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Expert Assessment**: Described as \"crowning achievement in the city's vast coffee game\"                     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Technical Skills**: \"Top-tier espresso and pour-over skills\"                                                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Innovation**: Merges Asian American heritage with coffee expertise                                          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Specialties**: Known for espresso passionfruit tonic and innovative preparations                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 7. **Sextant Coffee Roasters**                                                                              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Emphasizes direct trade and \"fourth wave coffee\"                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Innovative approach to coffee sourcing and preparation                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Recognition**: Featured in Eater SF's curated selection                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### **6. Outset Coffee**                                                                                        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Quality Score: High**                                                                                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Innovation**: Pioneers in fruit-infused coffee drinks                                                       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Bean Quality**: Uses Ethiopian coffee in creative preparations                                              \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Expertise**: Complex preparations like Americano with orange juice, jasmine tea, and orange syrup           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Recognition**: Consistently mentioned for taking coffee \"to the next level\"                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 8. **Wrecking Ball Coffee Roasters**                                                                        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Founded by Trish Rothgeb, who coined the \"third wave coffee\" term                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Pioneer in specialty coffee movement                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Location**: Cow Hollow neighborhood                                                                         \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ## Key Quality Indicators Found:                                                                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 9. **Blue Bottle Coffee**                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **National Recognition**: Ranked #14 in Coffee Bros.' top 51 specialty roasters in the US                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: High-quality standards, sustainable practices                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Originated in SF, now nationally recognized for quality                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Customer Ratings**: Graffeo leads with 4.7/5, followed by Andytown (4.5/5) and Saint Frank (4.3-4.4/5)        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### 10. **The Mill**                                                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Recognition**: Featured in multiple top coffee shop lists                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Indicators**: Focus on specialty coffee preparation                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Specialty**: Artisanal approach to coffee and food                                                          \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Sourcing Practices**: Multiple shops emphasize direct trade, ethical sourcing, and relationship-based         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m purchasing                                                                                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## **Key Quality Assessment Criteria Used:**                                                                    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Industry Recognition**: Several shops serve premium hotels/restaurants or receive expert acclaim              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 1. **Expert Reviews**: Eater SF (reputable food publication), Coffee Bros. national rankings                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 2. **Customer Ratings**: Yelp ratings with substantial review volumes                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 3. **Coffee Quality Indicators**:                                                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    - On-site roasting capabilities                                                                              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    - Direct trade relationships                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    - Single origin offerings                                                                                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    - Third/fourth wave coffee practices                                                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    - Transparency in sourcing                                                                                   \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Traditional vs. Innovation**: Mix of heritage roasters (Graffeo since 1935) and innovative newcomers          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 4. **Consistency Across Sources**: Shops appearing in multiple independent rankings                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 5. **Specialty Coffee Credentials**: Recognition for innovation and quality in the specialty coffee industry    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Technical Expertise**: Emphasis on skilled baristas, precise roasting, and specialized brewing methods        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## **Notable Quality Trends:**                                                                                  \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m This ranking prioritizes coffee quality metrics including taste consistency, sourcing practices, roasting       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m expertise, and customer satisfaction specifically related to coffee rather than ambiance or service factors.    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Direct Trade Focus**: Top-rated shops emphasize direct relationships with coffee producers                  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **On-Site Roasting**: The highest-quality establishments roast their own beans                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Single Origin Expertise**: Leading shops offer carefully curated single origin selections                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Third Wave Heritage**: Many top shops are pioneers or inheritors of the third wave coffee movement that     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m originated in San Francisco                                                                                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m This ranking prioritizes coffee quality above all other factors, using a combination of expert curation,        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m customer feedback specifically about coffee quality, and objective indicators of specialty coffee excellence.   \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -2321,7 +2358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -2329,382 +2366,226 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">List of Queries and Tool Calls Made</span>                                                                                \n",
        "\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 1 </span>Query: best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters reviews               \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 2 </span>Query: San Francisco coffee shops specialty coffee association awards Coffee Review ratings Saint Frank Sextant \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>Andytown                                                                                                        \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 3 </span>Query: \"Saint Frank Coffee\" \"Sextant Coffee\" \"Andytown Coffee\" San Francisco coffee quality reviews roasting    \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>awards beans sourcing                                                                                           \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 4 </span>Query: Graffeo Coffee Roasting Company Andytown Coffee Sextant Coffee San Francisco customer reviews coffee     \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>taste quality beans espresso                                                                                    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 1 </span>best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 2 </span>San Francisco coffee shops Specialty Coffee Association awards Coffee Review ratings third wave coffee quality  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>2024 2025                                                                                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 3 </span>\"Saint Frank Coffee\" \"Sightglass Coffee\" \"Ritual Coffee\" San Francisco coffee quality reviews expert ratings    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>2024 2025                                                                                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> 4 </span>San Francisco best coffee 2024 2025 expert reviews coffee quality ratings \"direct trade\" \"single origin\"        \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>specialty roasters                                                                                              \n",
        "\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
        "<span style=\"font-weight: bold\">Fully Comprehensive Findings</span>                                                                                       \n",
        "\n",
-       "Best Coffee Roaster Near San Francisco, California:                                                                \n",
-       "\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Graffeo Coffee Roasting Company. 4.7 (196 reviews)                                                              \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Andytown Coffee Roasters. 4.5 (1.1k reviews)                                                                    \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>[1]                                                                                                             \n",
-       "\n",
-       "San Francisco is globally renowned for its rich coffee culture, being the birthplace of influential coffee trends  \n",
-       "and establishments such as Wrecking Ball Coffee, which introduced the \"waves of coffee\" terminology. The city has  \n",
-       "embraced diverse coffee styles, notably Yemeni coffee promoted by figures like Mokhtar Alkhanshali of Port of Mokha\n",
-       "and Delah Coffee House. Traditional coffee culture landmarks include the origin of Irish Coffee and early Italian  \n",
-       "espresso influence. The latest list of the 16 best coffee shops in San Francisco reflects dynamic changes, with new\n",
-       "additions like Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji replacing others. These shops are      \n",
-       "celebrated for their expertly brewed coffee, unique beverages, and community-oriented atmospheres.                 \n",
-       "\n",
-       "Highlighted coffee shops include:                                                                                  \n",
-       "\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Saint Frank Coffee: Known for its minimal aesthetic, high-quality Bolivian coffees, and expansion with new      \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>locations including Juniper and SoMa.                                                                           \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Outset Coffee: Innovators of fruit-infused coffee drinks like their Ethiopian coffee Americano with orange juice\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>and jasmine tea.                                                                                                \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Scullery: Specialty coffee serving East Bay’s Mother Tongue Coffee, offering quality fare in the Tenderloin     \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>area.                                                                                                           \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Sextant Coffee Roasters: Emphasizes direct relationships with Ethiopian, Kenyan, and Colombian growers, with    \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>notable expansion.                                                                                              \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Telescope Coffee: Offers creative seasonal drinks and a unique atmosphere in SoMa.                              \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Abanico Coffee Roasters: A Latino-owned Mission District shop with Latin American coffee influences.            \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>SPRO - Mission Dolores/Castro: Creative coffee concoctions including a Cold Fashioned cold brew cocktail.       \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Grand Coffee: Established 11 years ago with a second location, serving Mission Street with specialty brews.     \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Hey Neighbor Cafe: Bayview’s cozy shop famed for quality beans and a unique mascot, a co-owner's cat.           \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Excelsior Coffee: A Black and brown-owned specialty coffee shop known for its strong roasts and chai.           \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Andytown Coffee Roasters: West side favorite with Guatemalan espresso and seasonal affogatos.                   \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Hi NRG: A pop-up with Hong Kong-inspired lattes and vibrant cultural energy.                                    \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Paper Son: Merges Asian American heritage with coffee innovation; known for espresso passionfruit tonic.        \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Shoji: A trendy SoMa venue offering both coffee and award-winning tea, with coffee from MAME roasters.          \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Caffe Trieste: A historic North Beach landmark linked to cultural icons and dark, sweet espresso.               \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>The Coffee Movement at Side A: Collaborative coffee and doughnut spot with a relaxed atmosphere.                \n",
-       "\n",
-       "\"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of     \n",
-       "Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry    \n",
-       "forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Saint     \n",
-       "Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants.\", \"Outset on Valencia and New  \n",
-       "Montgomery streets takes the form to the next level.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian,\n",
-       "Kenyan, and Colombian growers, making high-end but affordable beans to-go.\", \"Paper Son pop-up is a crowning       \n",
-       "achievement in the city’s vast coffee game, merging his Asian American heritage with his top-tier espresso and     \n",
-       "pour-over skills.\", \"Caffe Trieste is indeed one of the touchstones for Godfather fans... The coffee won’t blow    \n",
-       "your mind; it’s dark as midnight and sweet as sin, as it’s been written.\"                                          \n",
-       "[2]                                                                                                                \n",
-       "\n",
-       "Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup (read: you can  \n",
-       "always find one of                                                                                                 \n",
-       "[3]                                                                                                                \n",
-       "\n",
-       "Sightglass Coffee 4.0 (2.1k reviews) 1.9 mi $$ Good coffee, not great. This is a very busy coffee house, with      \n",
-       "another counter on the second floor.                                                                               \n",
-       "[4]                                                                                                                \n",
-       "\n",
-       "San Francisco is renowned globally as a pinnacle of coffee culture, being the birthplace of key innovations and    \n",
-       "terminology such as the \"waves of coffee\" by Trish Rothgeb of Wrecking Ball Coffee. The city introduced Yemeni     \n",
-       "coffee to the West Coast through notable cafes like Port of Mokha and Delah Coffee House. It is also historically  \n",
-       "significant for the creation of the Irish Coffee and the popularization of Italian espresso culture in the U.S.,   \n",
-       "along with the invention of vacuum-sealed coffee. This article highlights 16 of the best coffee shops currently    \n",
-       "sustaining San Francisco's coffee legacy. Notable shops include Saint Frank Coffee, known for Bolivian coffee and  \n",
-       "stylish service with multiple locations; Outset Coffee, specializing in innovative fruit coffee drinks; The        \n",
-       "Scullery, offering East Bay's Mother Tongue coffee and quality toast in Tenderloin; Sextant Coffee Roasters, whose \n",
-       "founder collaborates directly with growers and offers affordable high-end beans; Telescope Coffee in SoMa,         \n",
-       "featuring unique seasonal drinks like honeycomb lattes and signature strawberry milk; Abanico Coffee Roasters in   \n",
-       "the Mission with El Salvadoran influences and specialty drinks; SPRO with inventive mixed coffee cocktails and     \n",
-       "multiple city locations; Grand Coffee with a new spacious location and quality Chemex brews; Hey Neighbor Cafe in  \n",
-       "Bayview, popular for its toast and ties to local bakery Rize Up; Excelsior Coffee, a Black and brown-owned shop    \n",
-       "providing strong but balanced roasts; Andytown Coffee Roasters, beloved on the west side with Guatemalan espresso  \n",
-       "and signature affogatos; Hi NRG, a pop-up offering Hong Kong-inspired lattes; Paper Son, merging Asian American    \n",
-       "heritage with innovative espresso drinks; Shoji, known for high-quality tea and coffee service by award-winning    \n",
-       "baristas; Caffe Trieste, famed for its vintage coffee culture and ties to film history; and The Coffee Movement at \n",
-       "Side A, combining coffee with doughnuts and soft serve in a relaxed setting. The list reflects recent updates with \n",
-       "some shops removed and others added, demonstrating San Francisco's evolving but enduring coffee scene.             \n",
-       "\"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of     \n",
-       "Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry    \n",
-       "forever.\", \"Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine green \n",
-       "tea, and orange syrup.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and Colombian        \n",
-       "growers, making high-end but affordable beans to-go.\", \"SPRO is known for its playful and inventive coffee drinks, \n",
-       "including the Cold Fashioned, a cold brew mixed with orange bitters and gum syrup topped with a Luxardo cherry and \n",
-       "flamed orange twist.\"                                                                                              \n",
-       "[5]                                                                                                                \n",
-       "\n",
-       "Battle of SF Coffee 2025☕️🏆, This should be fun and a great way to try some new spots and see what the consensus  \n",
-       "is in the city!, Here are the guidelines: 1. Check to see if your spot is in the thread first. Upvote your favorite\n",
-       "coffee shops in the thread; 2. Comment your favorite SF coffee spots that have not been posted. If you have        \n",
-       "thoughts on that spot drop it in that comment thread 🔑; 3. Upvote the other spots you like/Downvote the spots you \n",
-       "think could be better., May the best coffee win! ☕️ 🏆                                                             \n",
-       "[6]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee is a coffee and tea shop located at 2340 Polk St, San Francisco, California. 4.3-star rating    \n",
-       "based on 996 reviews. Open daily from 7:00 AM to 6:00 PM. Popular drinks include House Almond Macadamia Milk, Honey\n",
-       "Lavender Latte, Orange Cream Latte, and various specialty lattes. The café offers take-out, takes reservations, has\n",
-       "vegan options, and is wheelchair accessible. The vibe is hipster, trendy, casual, and good for working. Outdoor    \n",
-       "seating is available.                                                                                              \n",
-       "[7]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee , San Francisco : See 68 unbiased reviews of Saint Frank Coffee , rated 4.4 of 5 on Tripadvisor \n",
-       "and ranked #649 of 3,345 restaurants in San Francisco .                                                            \n",
-       "[8]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee is a San Francisco-based coffee company offering a variety of coffee products including single  \n",
-       "origin, blends, and instant coffee. Their online store also includes merchandise, brewing gear, and gift           \n",
-       "collections. The company emphasizes a concept called 'Relational Sourcing' and shares their story and values on    \n",
-       "their website. Customers can subscribe to receive fresh coffee via a subscription service, with a promotion        \n",
-       "offering a free bag of coffee for new subscribers. Saint Frank Coffee operates a physical location at 1604 17th    \n",
-       "Street, San Francisco, CA 94107, and provides contact options through email and phone. They also have a wholesale  \n",
-       "program and regularly update their customers through newsletters and a blog. The website offers accessibility      \n",
-       "features such as screen-reader mode.                                                                               \n",
-       "Sign up and we’ll send you fresh news and perspectives <span style=\"font-style: italic\">and</span> your first subscription bag free., Relational Sourcing, \n",
-       "1604 17th Street, San Francisco, CA 94107, Wholesale program available through the website                         \n",
-       "[9]                                                                                                                \n",
-       "\n",
-       "Andytown is a certified California Green Business committed to sustainability through compostable packaging, energy\n",
-       "efficiency, and ethical sourcing. Andytown supports our community through local hiring, inclusive spaces,          \n",
-       "neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit. Andytown is dedicated  \n",
-       "to quality through meticulous sourcing, small-batch roasting, skilled baristas, and crafting every cup with care   \n",
-       "and consistency.                                                                                                   \n",
-       "\"Happy Fogust! 20% off 5lb bags of coffee online only.\", \"FREE Shipping automatically applied to orders $50 and    \n",
-       "over.\", \"Andytown is a certified California Green Business committed to sustainability through compostable         \n",
-       "packaging, energy efficiency, and ethical sourcing.\", \"Andytown supports our community through local hiring,       \n",
-       "inclusive spaces, neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit.\",    \n",
-       "\"Andytown is dedicated to quality through meticulous sourcing, small-batch roasting, skilled baristas, and crafting\n",
-       "every cup with care and consistency.\"                                                                              \n",
-       "[10]                                                                                                               \n",
-       "\n",
-       "Graffeo Coffee Roasting Company: \"This is the best coffee, freshly roasted, ground to your specificity, friendly   \n",
-       "customer service. And if not local, they ship! Helpful\"                                                            \n",
-       "[11]                                                                                                               \n",
-       "\n",
-       "Graffeo Coffee is a family-run artisan coffee roaster based in North Beach, operating since 1935 and committed to  \n",
-       "producing what they consider the world's finest coffee. Their product lineup includes signature blends such as Dark\n",
-       "Roast, Light Roast, and Swiss Water Decaf — chemical-free decaffeinated coffee that maintains rich flavor. The Dark\n",
-       "Roast is smooth, rich, and full-bodied, offered at fine hotels and restaurants, while the Light Roast is a         \n",
-       "well-balanced coffee ideal for pour-over brewing. Their Gift Box offers a sampler of these coffees with a brewing  \n",
-       "guide by coffee expert Wolfgang Klinker. The company prides itself on limited blends to preserve quality and       \n",
-       "tradition, managed by Luciano Repetto, who continues roasting from the original North Beach storefront inherited   \n",
-       "from his father. Wholesale partnerships are available via direct contact. Graffeo Coffee emphasizes both the art   \n",
-       "and science of roasting beans, maintaining a legacy passed through generations.                                    \n",
-       "“To me Graffeo Coffee is rich, full and never bitter.”, \"Our signature Graffeo roast. Smooth, rich and full-bodied.\n",
-       "Served at some of the world’s finest hotels and restaurants.\", \"Chemical free, Swiss water process preserves the   \n",
-       "flavor of the beans when roasting that impresses even ardent 'death before decaf' purists.\", \"A sample of our fresh\n",
-       "roasted whole bean Dark, Light, and Decaf in an elegant gift-worthy package. Includes coffee master Wolfgang       \n",
-       "Klinker’s brewing guide for a perfect cup.\", \"Luciano Repetto has been steadfastly roasting coffee from the same   \n",
-       "North Beach storefront that he took over from his father decades ago.\"                                             \n",
-       "[12]                                                                                                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>The YouTube video \"I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16\" (April 2025) lists 16      \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>must-try coffee spots in San Francisco, including iconic chains like Blue Bottle Coffee and hidden gems like    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>Post Script Coffee. The video categorizes coffee shops as work-friendly, best roasters, design &amp; unique, and top\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>5 specialty coffee shops. The full list includes:                                                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Work-Friendly: Blue Bottle Coffee, Bluestone Lane, Andytown Coffee, Equator Coffees, Flywheel Coffee Roasters\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Roasters: Linea Coffee Roasters, Sextant Coffee Roasters, Ritual Coffee Roasters                             \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Design &amp; Unique: P-Town Coffee, Transamerica Pyramid, Postscript Coffee                                      \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Top 5 Specialty: The Coffee Movement, Motoring Coffee, Paper Moon Coffee, Saint Frank Coffee, The Mill [1]   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Yelp's \"Best Coffee Roaster San Francisco, CA - Last Updated October 2025\" lists:                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Graffeo Coffee Roasting Company (4.7 stars, 200 reviews)                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Andytown Coffee Roasters (4.5 stars, 1.1k reviews)                                                           \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Out There Coffee Roasters (4.3 stars, 34 reviews) [2]                                                        \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Eater SF's \"The Absolute Best San Francisco Coffee Shops\" (2025) presents a curated list of the best coffee     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>shops in San Francisco, highlighting the city's historic and influential coffee culture. The featured coffee    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>shops include:                                                                                                  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Saint Frank Coffee (minimal aesthetic, Bolivian coffees)                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Outset Coffee (innovative fruit coffee drinks)                                                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Scullery (specialty East Bay coffee and toast)                                                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Sextant Coffee Roasters (direct trade, fourth wave coffee)                                                   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Telescope Coffee (unique seasonal drinks)                                                                    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Abanico Coffee Roasters (Salvadoran influences)                                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>SPRO (inventive drinks like the Cold Fashioned)                                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Grand Coffee (multiple locations, Chemex brewing)                                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Hey Neighbor Cafe (local beans, Bayview favorite)                                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Excelsior Coffee (Black and brown-owned specialty shop)                                                      \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Andytown Coffee Roasters (Guatemalan espresso, west side staple)                                             \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Hi NRG (Hong Kong-inspired lattes, pop-up)                                                                   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Paper Son (Asian American heritage, espresso craft)                                                          \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Shoji (award-winning coffee, SoMa)                                                                           \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Caffe Trieste (historic North Beach institution)                                                             \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>The Coffee Movement at Side A (coffee, soft serve, doughnuts) [3]                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Yelp's \"TOP 10 BEST Third Wave Coffee in San Francisco, CA\" (2025) lists:                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Sightglass Coffee (4.0 stars, 2.2k reviews)                                                                  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Saint Frank Coffee (4.3 stars, 1k reviews)                                                                   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>The Coffee Movement (4.6 stars, 237 reviews)                                                                 \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Andytown Coffee Roasters (4.5 stars) [4]                                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>The Specialty Coffee Association (SCA) Awards (2024) recognize excellence in product innovation, design, and    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>sustainability within the specialty coffee industry worldwide. The awards include Best New Product Awards,      \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>Coffee Design Awards, and Sustainability Awards, with past winners and finalists announced on the SCA website.  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>The awards are open globally and serve to inspire and recognize leadership and innovation across the specialty  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>coffee sector. [5]                                                                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Yelp's \"Best Coffee Roaster San Francisco, CA - Last Updated October 2025\" lists:                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Sightglass Coffee (2160 reviews)                                                                             \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Ritual Coffee Roasters (1983 reviews)                                                                        \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Blue Bottle Coffee - Hayes Valley Kiosk (1759 reviews)                                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Home Coffee Roasters [6]                                                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Yelp's \"Top 10 Best Coffee Flight Near San Francisco, California\" lists:                                        \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Sightglass Coffee                                                                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Saint Frank Coffee (4.3 stars, 1k reviews, 2340 Polk St) [7]                                                 \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Wanderlog's guide to the 50 best coffee shops and cafes in San Francisco provides detailed descriptions,        \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>customer reviews, and ratings for each establishment, including:                                                \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Sightglass Coffee (independent, on-site roasting, espresso bar)                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Ritual Coffee Roasters (artisanal, six locations, relationships with producers, on-site roasting)            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Saint Frank Coffee (two-story, minimalist, pastries)                                                         \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Andytown Coffee Roasters (modern, Irish-influenced, Outer Sunset)                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Wrecking Ball Coffee Roasters (Cow Hollow, Trish Rothgeb coined \"third wave coffee\")                         \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Blue Bottle Coffee (high quality, eco-friendly)                                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Tartine Bakery (organic ingredients, pastries, sandwiches, coffee)                                           \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Philz Coffee (customized coffees, teas, specialty drinks, pastries)                                          \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>The Buena Vista (historic, introduced Irish coffee to the US) [8]                                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Yelp's \"TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025\" lists:                            \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>The Coffee Movement                                                                                          \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Golden Goat Coffee                                                                                           \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Graffeo Coffee Roasting Company                                                                              \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Saint Frank Coffee                                                                                           \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Andytown Coffee Roasters                                                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Flywheel Coffee Roasters                                                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Diamond Coffee N Pastry                                                                                      \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Rise &amp; Grind Coffee and Tea                                                                                  \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">    • </span>Lady [9]                                                                                                     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Coffee Bros.' \"The 51 Best Specialty Coffee Roasters and Brands in 2025\" includes Blue Bottle Coffee (originated\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>in SF) as #14 in the US, highlighting high-quality, sustainable, and transparent coffee sourcing and roasting   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>practices. The list emphasizes sustainability, direct trade, quality, and community impact. [10]                \n",
        "\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
        "<span style=\"font-weight: bold\">List of All Relevant Sources (with citations in the report)</span>                                                        \n",
        "\n",
-       "[1] Best Coffee Roaster San Francisco, CA - Last Updated August 2025 - Yelp:                                       \n",
+       "[1] I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16: https://www.youtube.com/watch?v=xvTYaECZFbk  \n",
+       "[2] Best Coffee Roaster San Francisco, CA - Last Updated October 2025:                                             \n",
        "https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco%2C+CA                               \n",
-       "[2] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
-       "https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                          \n",
-       "[3] Recently moved to San Francisco, looking for good coffee place ... - Reddit:                                   \n",
-       "https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/                  \n",
-       "[4] TOP 10 BEST Coffee Houses in San Francisco, CA - Yelp:                                                         \n",
-       "https://www.yelp.com/search?find_desc=Coffee+Houses&amp;find_loc=San+Francisco%2C+CA                                   \n",
-       "[5] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
+       "[3] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
        "https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                          \n",
-       "[6] Battle of SF Coffee 2025☕ : r/sanfrancisco - Reddit:                                                          \n",
-       "https://www.reddit.com/r/sanfrancisco/comments/1li7ro2/battle_of_sf_coffee_2025/                                   \n",
-       "[7] Yelp SAINT FRANK COFFEE - Updated August 2025: https://www.yelp.com/biz/saint-frank-coffee-san-francisco-2     \n",
-       "[8] Tripadvisor SAINT FRANK COFFEE, San Francisco:                                                                 \n",
-       "https://www.tripadvisor.com/Restaurant_Review-g60713-d5209565-Reviews-Saint_Frank_Coffee-San_Francisco_California.h\n",
-       "tml                                                                                                                \n",
-       "[9] Saint Frank Coffee - San Francisco: https://www.saintfrankcoffee.com/                                          \n",
-       "[10] Andytown Coffee Roasters | San Francisco Specialty Coffee:                                                    \n",
-       "https://andytownsf.com/?srsltid=AfmBOopIbJM2AWmflHO9G7nXAgj2Hv7rQUna8jIX1A9fPmD5qXJn5h3g                           \n",
-       "[11] GRAFFEO COFFEE ROASTING COMPANY - Updated ... - Yelp:                                                         \n",
-       "https://www.yelp.com/biz/graffeo-coffee-roasting-company-san-francisco                                             \n",
-       "[12] Graffeo Coffee: https://graffeo.com/?srsltid=AfmBOooR5Iosoe2hzeyTsbbZUiyGumR1Ei7BZMCSXI4gU-BV_xvwylFj         \n",
+       "[4] TOP 10 BEST Third Wave Coffee in San Francisco, CA - Yelp:                                                     \n",
+       "https://www.yelp.com/search?find_desc=Third+Wave+Coffee&amp;find_loc=San+Francisco%2C+CA                               \n",
+       "[5] Specialty Coffee Association Awards: https://sca.coffee/awards                                                 \n",
+       "[6] Best Coffee Roaster San Francisco, CA - Last Updated October 2025:                                             \n",
+       "https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco%2C+CA                               \n",
+       "[7] Top 10 Best Coffee Flight Near San Francisco, California - Yelp:                                               \n",
+       "https://www.yelp.com/search?find_desc=Coffee+Flight&amp;find_loc=San+Francisco%2C+CA                                   \n",
+       "[8] As 50 melhores cafeterias e cafés em São Francisco - Wanderlog:                                                \n",
+       "https://wanderlog.com/pt/list/geoCategory/17872/                                                                   \n",
+       "[9] Yelp TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025 - Yelp:                              \n",
+       "https://www.yelp.com/search?find_desc=Single+Origin+Coffee&amp;find_loc=Denver,+CO                                     \n",
+       "[10] Coffee Bros. The 51 Best Specialty Coffee Roasters and Brands in 2025 – Coffee Bros.:                         \n",
+       "https://coffeebros.com/blogs/coffee/the-51-best-specialty-coffee-roasters-and-brand-in-the-united-states-of-america\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[1mList of Queries and Tool Calls Made\u001b[0m                                                                                \n",
        "\n",
-       "\u001b[1;33m 1 \u001b[0mQuery: best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters reviews               \n",
-       "\u001b[1;33m 2 \u001b[0mQuery: San Francisco coffee shops specialty coffee association awards Coffee Review ratings Saint Frank Sextant \n",
-       "\u001b[1;33m   \u001b[0mAndytown                                                                                                        \n",
-       "\u001b[1;33m 3 \u001b[0mQuery: \"Saint Frank Coffee\" \"Sextant Coffee\" \"Andytown Coffee\" San Francisco coffee quality reviews roasting    \n",
-       "\u001b[1;33m   \u001b[0mawards beans sourcing                                                                                           \n",
-       "\u001b[1;33m 4 \u001b[0mQuery: Graffeo Coffee Roasting Company Andytown Coffee Sextant Coffee San Francisco customer reviews coffee     \n",
-       "\u001b[1;33m   \u001b[0mtaste quality beans espresso                                                                                    \n",
+       "\u001b[1;33m 1 \u001b[0mbest coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews               \n",
+       "\u001b[1;33m 2 \u001b[0mSan Francisco coffee shops Specialty Coffee Association awards Coffee Review ratings third wave coffee quality  \n",
+       "\u001b[1;33m   \u001b[0m2024 2025                                                                                                       \n",
+       "\u001b[1;33m 3 \u001b[0m\"Saint Frank Coffee\" \"Sightglass Coffee\" \"Ritual Coffee\" San Francisco coffee quality reviews expert ratings    \n",
+       "\u001b[1;33m   \u001b[0m2024 2025                                                                                                       \n",
+       "\u001b[1;33m 4 \u001b[0mSan Francisco best coffee 2024 2025 expert reviews coffee quality ratings \"direct trade\" \"single origin\"        \n",
+       "\u001b[1;33m   \u001b[0mspecialty roasters                                                                                              \n",
        "\n",
        "\u001b[33m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
        "\u001b[1mFully Comprehensive Findings\u001b[0m                                                                                       \n",
        "\n",
-       "Best Coffee Roaster Near San Francisco, California:                                                                \n",
-       "\n",
-       "\u001b[1;33m • \u001b[0mGraffeo Coffee Roasting Company. 4.7 (196 reviews)                                                              \n",
-       "\u001b[1;33m • \u001b[0mAndytown Coffee Roasters. 4.5 (1.1k reviews)                                                                    \n",
-       "\u001b[1;33m   \u001b[0m[1]                                                                                                             \n",
-       "\n",
-       "San Francisco is globally renowned for its rich coffee culture, being the birthplace of influential coffee trends  \n",
-       "and establishments such as Wrecking Ball Coffee, which introduced the \"waves of coffee\" terminology. The city has  \n",
-       "embraced diverse coffee styles, notably Yemeni coffee promoted by figures like Mokhtar Alkhanshali of Port of Mokha\n",
-       "and Delah Coffee House. Traditional coffee culture landmarks include the origin of Irish Coffee and early Italian  \n",
-       "espresso influence. The latest list of the 16 best coffee shops in San Francisco reflects dynamic changes, with new\n",
-       "additions like Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji replacing others. These shops are      \n",
-       "celebrated for their expertly brewed coffee, unique beverages, and community-oriented atmospheres.                 \n",
-       "\n",
-       "Highlighted coffee shops include:                                                                                  \n",
-       "\n",
-       "\u001b[1;33m • \u001b[0mSaint Frank Coffee: Known for its minimal aesthetic, high-quality Bolivian coffees, and expansion with new      \n",
-       "\u001b[1;33m   \u001b[0mlocations including Juniper and SoMa.                                                                           \n",
-       "\u001b[1;33m • \u001b[0mOutset Coffee: Innovators of fruit-infused coffee drinks like their Ethiopian coffee Americano with orange juice\n",
-       "\u001b[1;33m   \u001b[0mand jasmine tea.                                                                                                \n",
-       "\u001b[1;33m • \u001b[0mScullery: Specialty coffee serving East Bay’s Mother Tongue Coffee, offering quality fare in the Tenderloin     \n",
-       "\u001b[1;33m   \u001b[0marea.                                                                                                           \n",
-       "\u001b[1;33m • \u001b[0mSextant Coffee Roasters: Emphasizes direct relationships with Ethiopian, Kenyan, and Colombian growers, with    \n",
-       "\u001b[1;33m   \u001b[0mnotable expansion.                                                                                              \n",
-       "\u001b[1;33m • \u001b[0mTelescope Coffee: Offers creative seasonal drinks and a unique atmosphere in SoMa.                              \n",
-       "\u001b[1;33m • \u001b[0mAbanico Coffee Roasters: A Latino-owned Mission District shop with Latin American coffee influences.            \n",
-       "\u001b[1;33m • \u001b[0mSPRO - Mission Dolores/Castro: Creative coffee concoctions including a Cold Fashioned cold brew cocktail.       \n",
-       "\u001b[1;33m • \u001b[0mGrand Coffee: Established 11 years ago with a second location, serving Mission Street with specialty brews.     \n",
-       "\u001b[1;33m • \u001b[0mHey Neighbor Cafe: Bayview’s cozy shop famed for quality beans and a unique mascot, a co-owner's cat.           \n",
-       "\u001b[1;33m • \u001b[0mExcelsior Coffee: A Black and brown-owned specialty coffee shop known for its strong roasts and chai.           \n",
-       "\u001b[1;33m • \u001b[0mAndytown Coffee Roasters: West side favorite with Guatemalan espresso and seasonal affogatos.                   \n",
-       "\u001b[1;33m • \u001b[0mHi NRG: A pop-up with Hong Kong-inspired lattes and vibrant cultural energy.                                    \n",
-       "\u001b[1;33m • \u001b[0mPaper Son: Merges Asian American heritage with coffee innovation; known for espresso passionfruit tonic.        \n",
-       "\u001b[1;33m • \u001b[0mShoji: A trendy SoMa venue offering both coffee and award-winning tea, with coffee from MAME roasters.          \n",
-       "\u001b[1;33m • \u001b[0mCaffe Trieste: A historic North Beach landmark linked to cultural icons and dark, sweet espresso.               \n",
-       "\u001b[1;33m • \u001b[0mThe Coffee Movement at Side A: Collaborative coffee and doughnut spot with a relaxed atmosphere.                \n",
-       "\n",
-       "\"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of     \n",
-       "Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry    \n",
-       "forever.\", \"These 16 coffee shops keep the torch burning, making those great ascents into the future.\", \"Saint     \n",
-       "Frank is to San Francisco coffee as Dungeness crab is to San Francisco restaurants.\", \"Outset on Valencia and New  \n",
-       "Montgomery streets takes the form to the next level.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian,\n",
-       "Kenyan, and Colombian growers, making high-end but affordable beans to-go.\", \"Paper Son pop-up is a crowning       \n",
-       "achievement in the city’s vast coffee game, merging his Asian American heritage with his top-tier espresso and     \n",
-       "pour-over skills.\", \"Caffe Trieste is indeed one of the touchstones for Godfather fans... The coffee won’t blow    \n",
-       "your mind; it’s dark as midnight and sweet as sin, as it’s been written.\"                                          \n",
-       "[2]                                                                                                                \n",
-       "\n",
-       "Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup (read: you can  \n",
-       "always find one of                                                                                                 \n",
-       "[3]                                                                                                                \n",
-       "\n",
-       "Sightglass Coffee 4.0 (2.1k reviews) 1.9 mi $$ Good coffee, not great. This is a very busy coffee house, with      \n",
-       "another counter on the second floor.                                                                               \n",
-       "[4]                                                                                                                \n",
-       "\n",
-       "San Francisco is renowned globally as a pinnacle of coffee culture, being the birthplace of key innovations and    \n",
-       "terminology such as the \"waves of coffee\" by Trish Rothgeb of Wrecking Ball Coffee. The city introduced Yemeni     \n",
-       "coffee to the West Coast through notable cafes like Port of Mokha and Delah Coffee House. It is also historically  \n",
-       "significant for the creation of the Irish Coffee and the popularization of Italian espresso culture in the U.S.,   \n",
-       "along with the invention of vacuum-sealed coffee. This article highlights 16 of the best coffee shops currently    \n",
-       "sustaining San Francisco's coffee legacy. Notable shops include Saint Frank Coffee, known for Bolivian coffee and  \n",
-       "stylish service with multiple locations; Outset Coffee, specializing in innovative fruit coffee drinks; The        \n",
-       "Scullery, offering East Bay's Mother Tongue coffee and quality toast in Tenderloin; Sextant Coffee Roasters, whose \n",
-       "founder collaborates directly with growers and offers affordable high-end beans; Telescope Coffee in SoMa,         \n",
-       "featuring unique seasonal drinks like honeycomb lattes and signature strawberry milk; Abanico Coffee Roasters in   \n",
-       "the Mission with El Salvadoran influences and specialty drinks; SPRO with inventive mixed coffee cocktails and     \n",
-       "multiple city locations; Grand Coffee with a new spacious location and quality Chemex brews; Hey Neighbor Cafe in  \n",
-       "Bayview, popular for its toast and ties to local bakery Rize Up; Excelsior Coffee, a Black and brown-owned shop    \n",
-       "providing strong but balanced roasts; Andytown Coffee Roasters, beloved on the west side with Guatemalan espresso  \n",
-       "and signature affogatos; Hi NRG, a pop-up offering Hong Kong-inspired lattes; Paper Son, merging Asian American    \n",
-       "heritage with innovative espresso drinks; Shoji, known for high-quality tea and coffee service by award-winning    \n",
-       "baristas; Caffe Trieste, famed for its vintage coffee culture and ties to film history; and The Coffee Movement at \n",
-       "Side A, combining coffee with doughnuts and soft serve in a relaxed setting. The list reflects recent updates with \n",
-       "some shops removed and others added, demonstrating San Francisco's evolving but enduring coffee scene.             \n",
-       "\"San Francisco is and has been for many the world over the summit of coffee culture.\", \"It’s the birthplace of     \n",
-       "Wrecking Ball Coffee, where Trish Rothgeb introduced the 'waves of coffee' terminology and changed the industry    \n",
-       "forever.\", \"Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine green \n",
-       "tea, and orange syrup.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and Colombian        \n",
-       "growers, making high-end but affordable beans to-go.\", \"SPRO is known for its playful and inventive coffee drinks, \n",
-       "including the Cold Fashioned, a cold brew mixed with orange bitters and gum syrup topped with a Luxardo cherry and \n",
-       "flamed orange twist.\"                                                                                              \n",
-       "[5]                                                                                                                \n",
-       "\n",
-       "Battle of SF Coffee 2025☕️🏆, This should be fun and a great way to try some new spots and see what the consensus  \n",
-       "is in the city!, Here are the guidelines: 1. Check to see if your spot is in the thread first. Upvote your favorite\n",
-       "coffee shops in the thread; 2. Comment your favorite SF coffee spots that have not been posted. If you have        \n",
-       "thoughts on that spot drop it in that comment thread 🔑; 3. Upvote the other spots you like/Downvote the spots you \n",
-       "think could be better., May the best coffee win! ☕️ 🏆                                                             \n",
-       "[6]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee is a coffee and tea shop located at 2340 Polk St, San Francisco, California. 4.3-star rating    \n",
-       "based on 996 reviews. Open daily from 7:00 AM to 6:00 PM. Popular drinks include House Almond Macadamia Milk, Honey\n",
-       "Lavender Latte, Orange Cream Latte, and various specialty lattes. The café offers take-out, takes reservations, has\n",
-       "vegan options, and is wheelchair accessible. The vibe is hipster, trendy, casual, and good for working. Outdoor    \n",
-       "seating is available.                                                                                              \n",
-       "[7]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee , San Francisco : See 68 unbiased reviews of Saint Frank Coffee , rated 4.4 of 5 on Tripadvisor \n",
-       "and ranked #649 of 3,345 restaurants in San Francisco .                                                            \n",
-       "[8]                                                                                                                \n",
-       "\n",
-       "Saint Frank Coffee is a San Francisco-based coffee company offering a variety of coffee products including single  \n",
-       "origin, blends, and instant coffee. Their online store also includes merchandise, brewing gear, and gift           \n",
-       "collections. The company emphasizes a concept called 'Relational Sourcing' and shares their story and values on    \n",
-       "their website. Customers can subscribe to receive fresh coffee via a subscription service, with a promotion        \n",
-       "offering a free bag of coffee for new subscribers. Saint Frank Coffee operates a physical location at 1604 17th    \n",
-       "Street, San Francisco, CA 94107, and provides contact options through email and phone. They also have a wholesale  \n",
-       "program and regularly update their customers through newsletters and a blog. The website offers accessibility      \n",
-       "features such as screen-reader mode.                                                                               \n",
-       "Sign up and we’ll send you fresh news and perspectives \u001b[3mand\u001b[0m your first subscription bag free., Relational Sourcing, \n",
-       "1604 17th Street, San Francisco, CA 94107, Wholesale program available through the website                         \n",
-       "[9]                                                                                                                \n",
-       "\n",
-       "Andytown is a certified California Green Business committed to sustainability through compostable packaging, energy\n",
-       "efficiency, and ethical sourcing. Andytown supports our community through local hiring, inclusive spaces,          \n",
-       "neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit. Andytown is dedicated  \n",
-       "to quality through meticulous sourcing, small-batch roasting, skilled baristas, and crafting every cup with care   \n",
-       "and consistency.                                                                                                   \n",
-       "\"Happy Fogust! 20% off 5lb bags of coffee online only.\", \"FREE Shipping automatically applied to orders $50 and    \n",
-       "over.\", \"Andytown is a certified California Green Business committed to sustainability through compostable         \n",
-       "packaging, energy efficiency, and ethical sourcing.\", \"Andytown supports our community through local hiring,       \n",
-       "inclusive spaces, neighborhood events, and partnerships that uplift San Francisco’s diverse, creative spirit.\",    \n",
-       "\"Andytown is dedicated to quality through meticulous sourcing, small-batch roasting, skilled baristas, and crafting\n",
-       "every cup with care and consistency.\"                                                                              \n",
-       "[10]                                                                                                               \n",
-       "\n",
-       "Graffeo Coffee Roasting Company: \"This is the best coffee, freshly roasted, ground to your specificity, friendly   \n",
-       "customer service. And if not local, they ship! Helpful\"                                                            \n",
-       "[11]                                                                                                               \n",
-       "\n",
-       "Graffeo Coffee is a family-run artisan coffee roaster based in North Beach, operating since 1935 and committed to  \n",
-       "producing what they consider the world's finest coffee. Their product lineup includes signature blends such as Dark\n",
-       "Roast, Light Roast, and Swiss Water Decaf — chemical-free decaffeinated coffee that maintains rich flavor. The Dark\n",
-       "Roast is smooth, rich, and full-bodied, offered at fine hotels and restaurants, while the Light Roast is a         \n",
-       "well-balanced coffee ideal for pour-over brewing. Their Gift Box offers a sampler of these coffees with a brewing  \n",
-       "guide by coffee expert Wolfgang Klinker. The company prides itself on limited blends to preserve quality and       \n",
-       "tradition, managed by Luciano Repetto, who continues roasting from the original North Beach storefront inherited   \n",
-       "from his father. Wholesale partnerships are available via direct contact. Graffeo Coffee emphasizes both the art   \n",
-       "and science of roasting beans, maintaining a legacy passed through generations.                                    \n",
-       "“To me Graffeo Coffee is rich, full and never bitter.”, \"Our signature Graffeo roast. Smooth, rich and full-bodied.\n",
-       "Served at some of the world’s finest hotels and restaurants.\", \"Chemical free, Swiss water process preserves the   \n",
-       "flavor of the beans when roasting that impresses even ardent 'death before decaf' purists.\", \"A sample of our fresh\n",
-       "roasted whole bean Dark, Light, and Decaf in an elegant gift-worthy package. Includes coffee master Wolfgang       \n",
-       "Klinker’s brewing guide for a perfect cup.\", \"Luciano Repetto has been steadfastly roasting coffee from the same   \n",
-       "North Beach storefront that he took over from his father decades ago.\"                                             \n",
-       "[12]                                                                                                               \n",
+       "\u001b[1;33m • \u001b[0mThe YouTube video \"I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16\" (April 2025) lists 16      \n",
+       "\u001b[1;33m   \u001b[0mmust-try coffee spots in San Francisco, including iconic chains like Blue Bottle Coffee and hidden gems like    \n",
+       "\u001b[1;33m   \u001b[0mPost Script Coffee. The video categorizes coffee shops as work-friendly, best roasters, design & unique, and top\n",
+       "\u001b[1;33m   \u001b[0m5 specialty coffee shops. The full list includes:                                                               \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mWork-Friendly: Blue Bottle Coffee, Bluestone Lane, Andytown Coffee, Equator Coffees, Flywheel Coffee Roasters\n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mRoasters: Linea Coffee Roasters, Sextant Coffee Roasters, Ritual Coffee Roasters                             \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mDesign & Unique: P-Town Coffee, Transamerica Pyramid, Postscript Coffee                                      \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mTop 5 Specialty: The Coffee Movement, Motoring Coffee, Paper Moon Coffee, Saint Frank Coffee, The Mill [1]   \n",
+       "\u001b[1;33m • \u001b[0mYelp's \"Best Coffee Roaster San Francisco, CA - Last Updated October 2025\" lists:                               \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mGraffeo Coffee Roasting Company (4.7 stars, 200 reviews)                                                     \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAndytown Coffee Roasters (4.5 stars, 1.1k reviews)                                                           \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mOut There Coffee Roasters (4.3 stars, 34 reviews) [2]                                                        \n",
+       "\u001b[1;33m • \u001b[0mEater SF's \"The Absolute Best San Francisco Coffee Shops\" (2025) presents a curated list of the best coffee     \n",
+       "\u001b[1;33m   \u001b[0mshops in San Francisco, highlighting the city's historic and influential coffee culture. The featured coffee    \n",
+       "\u001b[1;33m   \u001b[0mshops include:                                                                                                  \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSaint Frank Coffee (minimal aesthetic, Bolivian coffees)                                                     \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mOutset Coffee (innovative fruit coffee drinks)                                                               \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mScullery (specialty East Bay coffee and toast)                                                               \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSextant Coffee Roasters (direct trade, fourth wave coffee)                                                   \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mTelescope Coffee (unique seasonal drinks)                                                                    \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAbanico Coffee Roasters (Salvadoran influences)                                                              \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSPRO (inventive drinks like the Cold Fashioned)                                                              \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mGrand Coffee (multiple locations, Chemex brewing)                                                            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mHey Neighbor Cafe (local beans, Bayview favorite)                                                            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mExcelsior Coffee (Black and brown-owned specialty shop)                                                      \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAndytown Coffee Roasters (Guatemalan espresso, west side staple)                                             \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mHi NRG (Hong Kong-inspired lattes, pop-up)                                                                   \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mPaper Son (Asian American heritage, espresso craft)                                                          \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mShoji (award-winning coffee, SoMa)                                                                           \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mCaffe Trieste (historic North Beach institution)                                                             \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mThe Coffee Movement at Side A (coffee, soft serve, doughnuts) [3]                                            \n",
+       "\u001b[1;33m • \u001b[0mYelp's \"TOP 10 BEST Third Wave Coffee in San Francisco, CA\" (2025) lists:                                       \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSightglass Coffee (4.0 stars, 2.2k reviews)                                                                  \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSaint Frank Coffee (4.3 stars, 1k reviews)                                                                   \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mThe Coffee Movement (4.6 stars, 237 reviews)                                                                 \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAndytown Coffee Roasters (4.5 stars) [4]                                                                     \n",
+       "\u001b[1;33m • \u001b[0mThe Specialty Coffee Association (SCA) Awards (2024) recognize excellence in product innovation, design, and    \n",
+       "\u001b[1;33m   \u001b[0msustainability within the specialty coffee industry worldwide. The awards include Best New Product Awards,      \n",
+       "\u001b[1;33m   \u001b[0mCoffee Design Awards, and Sustainability Awards, with past winners and finalists announced on the SCA website.  \n",
+       "\u001b[1;33m   \u001b[0mThe awards are open globally and serve to inspire and recognize leadership and innovation across the specialty  \n",
+       "\u001b[1;33m   \u001b[0mcoffee sector. [5]                                                                                              \n",
+       "\u001b[1;33m • \u001b[0mYelp's \"Best Coffee Roaster San Francisco, CA - Last Updated October 2025\" lists:                               \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSightglass Coffee (2160 reviews)                                                                             \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mRitual Coffee Roasters (1983 reviews)                                                                        \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mBlue Bottle Coffee - Hayes Valley Kiosk (1759 reviews)                                                       \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mHome Coffee Roasters [6]                                                                                     \n",
+       "\u001b[1;33m • \u001b[0mYelp's \"Top 10 Best Coffee Flight Near San Francisco, California\" lists:                                        \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSightglass Coffee                                                                                            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSaint Frank Coffee (4.3 stars, 1k reviews, 2340 Polk St) [7]                                                 \n",
+       "\u001b[1;33m • \u001b[0mWanderlog's guide to the 50 best coffee shops and cafes in San Francisco provides detailed descriptions,        \n",
+       "\u001b[1;33m   \u001b[0mcustomer reviews, and ratings for each establishment, including:                                                \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSightglass Coffee (independent, on-site roasting, espresso bar)                                              \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mRitual Coffee Roasters (artisanal, six locations, relationships with producers, on-site roasting)            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSaint Frank Coffee (two-story, minimalist, pastries)                                                         \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAndytown Coffee Roasters (modern, Irish-influenced, Outer Sunset)                                            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mWrecking Ball Coffee Roasters (Cow Hollow, Trish Rothgeb coined \"third wave coffee\")                         \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mBlue Bottle Coffee (high quality, eco-friendly)                                                              \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mTartine Bakery (organic ingredients, pastries, sandwiches, coffee)                                           \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mPhilz Coffee (customized coffees, teas, specialty drinks, pastries)                                          \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mThe Buena Vista (historic, introduced Irish coffee to the US) [8]                                            \n",
+       "\u001b[1;33m • \u001b[0mYelp's \"TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025\" lists:                            \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mThe Coffee Movement                                                                                          \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mGolden Goat Coffee                                                                                           \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mGraffeo Coffee Roasting Company                                                                              \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mSaint Frank Coffee                                                                                           \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mAndytown Coffee Roasters                                                                                     \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mFlywheel Coffee Roasters                                                                                     \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mDiamond Coffee N Pastry                                                                                      \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mRise & Grind Coffee and Tea                                                                                  \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;33m • \u001b[0mLady [9]                                                                                                     \n",
+       "\u001b[1;33m • \u001b[0mCoffee Bros.' \"The 51 Best Specialty Coffee Roasters and Brands in 2025\" includes Blue Bottle Coffee (originated\n",
+       "\u001b[1;33m   \u001b[0min SF) as #14 in the US, highlighting high-quality, sustainable, and transparent coffee sourcing and roasting   \n",
+       "\u001b[1;33m   \u001b[0mpractices. The list emphasizes sustainability, direct trade, quality, and community impact. [10]                \n",
        "\n",
        "\u001b[33m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
        "\u001b[1mList of All Relevant Sources (with citations in the report)\u001b[0m                                                        \n",
        "\n",
-       "[1] Best Coffee Roaster San Francisco, CA - Last Updated August 2025 - Yelp:                                       \n",
+       "[1] I tried EVERY Coffee Shops in San Francisco. Here are the TOP 16: https://www.youtube.com/watch?v=xvTYaECZFbk  \n",
+       "[2] Best Coffee Roaster San Francisco, CA - Last Updated October 2025:                                             \n",
        "https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                               \n",
-       "[2] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
-       "https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                          \n",
-       "[3] Recently moved to San Francisco, looking for good coffee place ... - Reddit:                                   \n",
-       "https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/                  \n",
-       "[4] TOP 10 BEST Coffee Houses in San Francisco, CA - Yelp:                                                         \n",
-       "https://www.yelp.com/search?find_desc=Coffee+Houses&find_loc=San+Francisco%2C+CA                                   \n",
-       "[5] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
+       "[3] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                       \n",
        "https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                          \n",
-       "[6] Battle of SF Coffee 2025☕ : r/sanfrancisco - Reddit:                                                          \n",
-       "https://www.reddit.com/r/sanfrancisco/comments/1li7ro2/battle_of_sf_coffee_2025/                                   \n",
-       "[7] Yelp SAINT FRANK COFFEE - Updated August 2025: https://www.yelp.com/biz/saint-frank-coffee-san-francisco-2     \n",
-       "[8] Tripadvisor SAINT FRANK COFFEE, San Francisco:                                                                 \n",
-       "https://www.tripadvisor.com/Restaurant_Review-g60713-d5209565-Reviews-Saint_Frank_Coffee-San_Francisco_California.h\n",
-       "tml                                                                                                                \n",
-       "[9] Saint Frank Coffee - San Francisco: https://www.saintfrankcoffee.com/                                          \n",
-       "[10] Andytown Coffee Roasters | San Francisco Specialty Coffee:                                                    \n",
-       "https://andytownsf.com/?srsltid=AfmBOopIbJM2AWmflHO9G7nXAgj2Hv7rQUna8jIX1A9fPmD5qXJn5h3g                           \n",
-       "[11] GRAFFEO COFFEE ROASTING COMPANY - Updated ... - Yelp:                                                         \n",
-       "https://www.yelp.com/biz/graffeo-coffee-roasting-company-san-francisco                                             \n",
-       "[12] Graffeo Coffee: https://graffeo.com/?srsltid=AfmBOooR5Iosoe2hzeyTsbbZUiyGumR1Ei7BZMCSXI4gU-BV_xvwylFj         \n"
+       "[4] TOP 10 BEST Third Wave Coffee in San Francisco, CA - Yelp:                                                     \n",
+       "https://www.yelp.com/search?find_desc=Third+Wave+Coffee&find_loc=San+Francisco%2C+CA                               \n",
+       "[5] Specialty Coffee Association Awards: https://sca.coffee/awards                                                 \n",
+       "[6] Best Coffee Roaster San Francisco, CA - Last Updated October 2025:                                             \n",
+       "https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                               \n",
+       "[7] Top 10 Best Coffee Flight Near San Francisco, California - Yelp:                                               \n",
+       "https://www.yelp.com/search?find_desc=Coffee+Flight&find_loc=San+Francisco%2C+CA                                   \n",
+       "[8] As 50 melhores cafeterias e cafés em São Francisco - Wanderlog:                                                \n",
+       "https://wanderlog.com/pt/list/geoCategory/17872/                                                                   \n",
+       "[9] Yelp TOP 10 BEST Single Origin Coffee in San Francisco, CA - Updated 2025 - Yelp:                              \n",
+       "https://www.yelp.com/search?find_desc=Single+Origin+Coffee&find_loc=Denver,+CO                                     \n",
+       "[10] Coffee Bros. The 51 Best Specialty Coffee Roasters and Brands in 2025 – Coffee Bros.:                         \n",
+       "https://coffeebros.com/blogs/coffee/the-51-best-specialty-coffee-roasters-and-brand-in-the-united-states-of-america\n"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2762,7 +2643,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2882,7 +2763,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2935,15 +2816,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "View the evaluation results for experiment: 'Researcher Iteration-4275b250' at:\n",
-      "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/b98c329e-b7d0-4d5e-815b-809e67e20bd8/compare?selectedSessions=53d75183-c4d4-4895-8b9c-c24007846efc\n",
+      "View the evaluation results for experiment: 'Researcher Iteration-36634fbb' at:\n",
+      "https://smith.langchain.com/o/507e9840-7897-4f0b-9027-aa14afeec8f5/datasets/265b4fbd-cf13-4f8c-9e70-6badb2f9675a/compare?selectedSessions=a8790dce-7dd0-44fc-988a-938fcb845eb8\n",
       "\n",
       "\n"
      ]
@@ -2951,7 +2832,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "44efc2580bb14e74ba40c69d5fb35840",
+       "model_id": "feeda727ae56449683407353d1a889e6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2965,13 +2846,66 @@
     {
      "data": {
       "text/html": [
-       "<ExperimentResults Researcher Iteration-4275b250>"
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inputs.researcher_messages</th>\n",
+       "      <th>outputs.researcher_messages</th>\n",
+       "      <th>error</th>\n",
+       "      <th>reference.next_step</th>\n",
+       "      <th>feedback.correct_next_step</th>\n",
+       "      <th>execution_time</th>\n",
+       "      <th>example_id</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'type': 'human', 'content': 'What are the to...</td>\n",
+       "      <td>[content='Based on my research focusing specif...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>stop</td>\n",
+       "      <td>True</td>\n",
+       "      <td>8.455151</td>\n",
+       "      <td>2dbf8319-6d34-4519-b648-4aaca1bdf364</td>\n",
+       "      <td>8c7eb3a8-9081-468e-8af9-eb882b4018ce</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[{'type': 'human', 'content': 'What are the to...</td>\n",
+       "      <td>[content='' additional_kwargs={'tool_calls': [...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>continue</td>\n",
+       "      <td>True</td>\n",
+       "      <td>3.125567</td>\n",
+       "      <td>9cbfe72f-1969-4f6b-b3a9-0c37b1733e2a</td>\n",
+       "      <td>1cde0b86-fec7-4919-b861-062fb976e27d</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<ExperimentResults Researcher Iteration-4275b250>"
+       "<ExperimentResults Researcher Iteration-36634fbb>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3028,7 +2962,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.11.7"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/3_research_agent_mcp.ipynb b/notebooks/3_research_agent_mcp.ipynb
index a3e65248..bcaaffc3 100644
--- a/notebooks/3_research_agent_mcp.ipynb
+++ b/notebooks/3_research_agent_mcp.ipynb
@@ -2,18 +2,20 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
+   "source": [
+    "import os, sys\n",
+    "BASEDIR = \"/Users/dhanley/Documents/deep_researcher/\"\n",
+    "sys.path += [BASEDIR, f\"{BASEDIR}/src\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Load environment variables and set up auto-reload\n",
     "from dotenv import load_dotenv\n",
@@ -41,7 +43,7 @@
     "\n",
     "Here is our overall research flow:\n",
     "\n",
-    "![Screenshot 2025-07-16 at 1.49.32 PM.png](attachment:d63282d4-d236-4425-9d5f-7885573f2989.png)\n",
+    "<!-- ![Screenshot 2025-07-16 at 1.49.32 PM.png](attachment:d63282d4-d236-4425-9d5f-7885573f2989.png) -->\n",
     "\n",
     "We built an [agent](https://langchain-ai.github.io/langgraph/tutorials/workflows/#agent) that will a custom search tool. But, we can also use the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/specification/2025-06-18/architecture) as another way to access tools! MCP servers provide a standard protocol for accessing tools. [LangChain MCP Adapters](https://github.com/langchain-ai/langchain-mcp-adapters) provide a seamless bridge between the Model Context Protocol (MCP) and LangChain/LangGraph ecosystems. This library enables compatibility between MCP servers and our LangGraph agent. \n",
     "\n",
@@ -58,7 +60,7 @@
     "- **Directory Management**: `create_directory`, `list_directory`, `move_file`\n",
     "- **Search & Discovery**: `search_files`, `get_file_info`, `list_allowed_directories`\n",
     "\n",
-    "![mcp.png](attachment:dee39e66-0306-441a-9267-12cd91e7f95e.png)\n",
+    "<!-- ![mcp.png](attachment:dee39e66-0306-441a-9267-12cd91e7f95e.png) -->\n",
     "\n",
     "### Prompt\n",
     "\n",
@@ -67,139 +69,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #000080; text-decoration-color: #000080\">╭──────────────────────────────────────── </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Research Agent Instructions MCP</span><span style=\"color: #000080; text-decoration-color: #000080\"> ────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  You are a research assistant conducting research on the user's input topic using local files. For context,     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  today's date is {date}.                                                                                        <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;Task&gt;</span>                                                                                                         <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  Your job is to use file system tools to gather information from local research files.                          <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  You can use any of the tools provided to you to find and read files that help answer the research question.    <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  You can call these tools in series or in parallel, your research is conducted in a tool-calling loop.          <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;/Task&gt;</span>                                                                                                        <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;Available Tools&gt;</span>                                                                                              <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  You have access to file system tools and thinking tools:                                                       <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **list_allowed_directories**: See what directories you can access                                            <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **list_directory**: List files in directories                                                                <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **read_file**: Read individual files                                                                         <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **read_multiple_files**: Read multiple files at once                                                         <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **search_files**: Find files containing specific content                                                     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **think_tool**: For reflection and strategic planning during research                                        <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  **CRITICAL: Use think_tool after reading files to reflect on findings and plan next steps**                    <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;/Available Tools&gt;</span>                                                                                             <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;Instructions&gt;</span>                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  Think like a human researcher with access to a document library. Follow these steps:                           <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  1. **Read the question carefully** - What specific information does the user need?                             <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  2. **Explore available files** - Use list_allowed_directories and list_directory to understand what's          <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  available                                                                                                      <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  3. **Identify relevant files** - Use search_files if needed to find documents matching the topic               <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  4. **Read strategically** - Start with most relevant files, use read_multiple_files for efficiency             <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  5. **After reading, pause and assess** - Do I have enough to answer? What's still missing?                     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  6. **Stop when you can answer confidently** - Don't keep reading for perfection                                <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;/Instructions&gt;</span>                                                                                                <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;Hard Limits&gt;</span>                                                                                                  <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  **File Operation Budgets** (Prevent excessive file reading):                                                   <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **Simple queries**: Use 3-4 file operations maximum                                                          <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **Complex queries**: Use up to 6 file operations maximum                                                     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - **Always stop**: After 6 file operations if you cannot find the right information                            <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  **Stop Immediately When**:                                                                                     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - You can answer the user's question comprehensively from the files                                            <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - You have comprehensive information from 3+ relevant files                                                    <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - Your last 2 file reads contained similar information                                                         <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;/Hard Limits&gt;</span>                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;Show Your Thinking&gt;</span>                                                                                           <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  After reading files, use think_tool to analyze what you found:                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - What key information did I find?                                                                             <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - What's missing?                                                                                              <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - Do I have enough to answer the question comprehensively?                                                     <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - Should I read more files or provide my answer?                                                               <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  - Always cite which files you used for your information                                                        <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>  <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">&lt;/Show Your Thinking&gt;</span>                                                                                          <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">│</span>                                                                                                                 <span style=\"color: #000080; text-decoration-color: #000080\">│</span>\n",
-       "<span style=\"color: #000080; text-decoration-color: #000080\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[34m╭─\u001b[0m\u001b[34m───────────────────────────────────────\u001b[0m\u001b[34m \u001b[0m\u001b[1;32mResearch Agent Instructions MCP\u001b[0m\u001b[34m \u001b[0m\u001b[34m───────────────────────────────────────\u001b[0m\u001b[34m─╮\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  You are a research assistant conducting research on the user's input topic using local files. For context,     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  today's date is {date}.                                                                                        \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m<Task>\u001b[0m                                                                                                         \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  Your job is to use file system tools to gather information from local research files.                          \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  You can use any of the tools provided to you to find and read files that help answer the research question.    \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  You can call these tools in series or in parallel, your research is conducted in a tool-calling loop.          \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m</Task>\u001b[0m                                                                                                        \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m<Available Tools>\u001b[0m                                                                                              \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  You have access to file system tools and thinking tools:                                                       \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **list_allowed_directories**: See what directories you can access                                            \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **list_directory**: List files in directories                                                                \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **read_file**: Read individual files                                                                         \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **read_multiple_files**: Read multiple files at once                                                         \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **search_files**: Find files containing specific content                                                     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **think_tool**: For reflection and strategic planning during research                                        \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  **CRITICAL: Use think_tool after reading files to reflect on findings and plan next steps**                    \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m</Available Tools>\u001b[0m                                                                                             \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m<Instructions>\u001b[0m                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  Think like a human researcher with access to a document library. Follow these steps:                           \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  1. **Read the question carefully** - What specific information does the user need?                             \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  2. **Explore available files** - Use list_allowed_directories and list_directory to understand what's          \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  available                                                                                                      \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  3. **Identify relevant files** - Use search_files if needed to find documents matching the topic               \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  4. **Read strategically** - Start with most relevant files, use read_multiple_files for efficiency             \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  5. **After reading, pause and assess** - Do I have enough to answer? What's still missing?                     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  6. **Stop when you can answer confidently** - Don't keep reading for perfection                                \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m</Instructions>\u001b[0m                                                                                                \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m<Hard Limits>\u001b[0m                                                                                                  \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  **File Operation Budgets** (Prevent excessive file reading):                                                   \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **Simple queries**: Use 3-4 file operations maximum                                                          \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **Complex queries**: Use up to 6 file operations maximum                                                     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - **Always stop**: After 6 file operations if you cannot find the right information                            \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  **Stop Immediately When**:                                                                                     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - You can answer the user's question comprehensively from the files                                            \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - You have comprehensive information from 3+ relevant files                                                    \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - Your last 2 file reads contained similar information                                                         \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m</Hard Limits>\u001b[0m                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m<Show Your Thinking>\u001b[0m                                                                                           \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  After reading files, use think_tool to analyze what you found:                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - What key information did I find?                                                                             \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - What's missing?                                                                                              \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - Do I have enough to answer the question comprehensively?                                                     \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - Should I read more files or provide my answer?                                                               \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  - Always cite which files you used for your information                                                        \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m  \u001b[1;34m</Show Your Thinking>\u001b[0m                                                                                          \u001b[34m│\u001b[0m\n",
-       "\u001b[34m│\u001b[0m                                                                                                                 \u001b[34m│\u001b[0m\n",
-       "\u001b[34m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from utils import show_prompt\n",
     "from deep_research_from_scratch.prompts import research_agent_prompt_with_mcp\n",
-    "show_prompt(research_agent_prompt_with_mcp, \"Research Agent Instructions MCP\")"
+    "#show_prompt(research_agent_prompt_with_mcp, \"Research Agent Instructions MCP\")"
    ]
   },
   {
@@ -234,17 +110,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">Sample docs path:</span> <span style=\"color: #800080; text-decoration-color: #800080\">/Users/rlm/Desktop/Code/deep_research_from_scratch/notebooks/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">files</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">Sample docs path:</span> <span style=\"color: #800080; text-decoration-color: #800080\">/Users/dhanley/Documents/deep_researcher/notebooks/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">files</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1;34mSample docs path:\u001b[0m \u001b[35m/Users/rlm/Desktop/Code/deep_research_from_scratch/notebooks/\u001b[0m\u001b[95mfiles\u001b[0m\n"
+       "\u001b[1;34mSample docs path:\u001b[0m \u001b[35m/Users/dhanley/Documents/deep_researcher/notebooks/\u001b[0m\u001b[95mfiles\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -330,7 +206,7 @@
        "│<span style=\"color: #008080; text-decoration-color: #008080\"> move_file                 </span>│<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\"> Move or rename files and directories. Can move files between directories and ... </span>│\n",
        "│<span style=\"color: #008080; text-decoration-color: #008080\"> search_files              </span>│<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\"> Recursively search for files and directories matching a pattern. Searches thr... </span>│\n",
        "│<span style=\"color: #008080; text-decoration-color: #008080\"> get_file_info             </span>│<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\"> Retrieve detailed metadata about a file or directory. Returns comprehensive i... </span>│\n",
-       "│<span style=\"color: #008080; text-decoration-color: #008080\"> list_allowed_directories  </span>│<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\"> Returns the list of root directories that this server is allowed to access. U... </span>│\n",
+       "│<span style=\"color: #008080; text-decoration-color: #008080\"> list_allowed_directories  </span>│<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\"> Returns the list of directories that this server is allowed to access. Subdir... </span>│\n",
        "└───────────────────────────┴──────────────────────────────────────────────────────────────────────────────────┘\n",
        "</pre>\n"
       ],
@@ -352,7 +228,7 @@
        "│\u001b[36m \u001b[0m\u001b[36mmove_file                \u001b[0m\u001b[36m \u001b[0m│\u001b[37m \u001b[0m\u001b[37mMove or rename files and directories. Can move files between directories and ...\u001b[0m\u001b[37m \u001b[0m│\n",
        "│\u001b[36m \u001b[0m\u001b[36msearch_files             \u001b[0m\u001b[36m \u001b[0m│\u001b[37m \u001b[0m\u001b[37mRecursively search for files and directories matching a pattern. Searches thr...\u001b[0m\u001b[37m \u001b[0m│\n",
        "│\u001b[36m \u001b[0m\u001b[36mget_file_info            \u001b[0m\u001b[36m \u001b[0m│\u001b[37m \u001b[0m\u001b[37mRetrieve detailed metadata about a file or directory. Returns comprehensive i...\u001b[0m\u001b[37m \u001b[0m│\n",
-       "│\u001b[36m \u001b[0m\u001b[36mlist_allowed_directories \u001b[0m\u001b[36m \u001b[0m│\u001b[37m \u001b[0m\u001b[37mReturns the list of root directories that this server is allowed to access. U...\u001b[0m\u001b[37m \u001b[0m│\n",
+       "│\u001b[36m \u001b[0m\u001b[36mlist_allowed_directories \u001b[0m\u001b[36m \u001b[0m│\u001b[37m \u001b[0m\u001b[37mReturns the list of directories that this server is allowed to access. Subdir...\u001b[0m\u001b[37m \u001b[0m│\n",
        "└───────────────────────────┴──────────────────────────────────────────────────────────────────────────────────┘\n"
       ]
      },
@@ -453,7 +329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -487,6 +363,7 @@
     "from typing_extensions import Literal\n",
     "\n",
     "from langchain.chat_models import init_chat_model\n",
+    "from langchain_openai import AzureChatOpenAI\n",
     "from langchain_core.messages import SystemMessage, HumanMessage, ToolMessage, filter_messages\n",
     "from langchain_mcp_adapters.client import MultiServerMCPClient\n",
     "from langgraph.graph import StateGraph, START, END\n",
@@ -521,8 +398,17 @@
     "    return _client\n",
     "\n",
     "# Initialize models\n",
-    "compress_model = init_chat_model(model=\"openai:gpt-4.1\", max_tokens=32000)\n",
-    "model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
+    "# compress_model = init_chat_model(model=\"openai:gpt-4.1\", max_tokens=32000)\n",
+    "# model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
+    "model_args = dict(azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",)\n",
+    "model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"RESEARCH_MODEL\", \"claude-sonnet-4-20250514\"),\n",
+    "    temperature=0.0, **model_args)\n",
+    "compress_model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"COMPRESS_MODEL\", \"gpt-4.1-20250414\"),\n",
+    "    temperature=0.0, max_tokens=32000, **model_args)\n",
     "\n",
     "# ===== AGENT NODES =====\n",
     "\n",
@@ -678,12 +564,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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@@ -702,7 +588,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -755,22 +641,22 @@
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        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I'll help you research the best coffee shops in San Francisco based on coffee quality. Let me start by          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> exploring what files are available and then systematically gather information from relevant sources.            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> exploring what research files are available to me.                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: list_allowed_directories                                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {}                                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01N2uzUh8pGoXiPGhMJUGCix                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_cIeniTTVTw2ps1zENmwAdA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
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        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m I'll help you research the best coffee shops in San Francisco based on coffee quality. Let me start by          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m exploring what files are available and then systematically gather information from relevant sources.            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m exploring what research files are available to me.                                                              \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: list_allowed_directories                                                                          \u001b[37m│\u001b[0m\n",
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-       "\u001b[37m│\u001b[0m    ID: toolu_01N2uzUh8pGoXiPGhMJUGCix                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_cIeniTTVTw2ps1zENmwAdA                                                                           \u001b[37m│\u001b[0m\n",
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        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Allowed directories:                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> /Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> /Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
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        "\u001b[33m│\u001b[0m Allowed directories:                                                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m /Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m /Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files                                   \u001b[33m│\u001b[0m\n",
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        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: list_directory                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\"             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01VdAt2acQYhpsserL5qid7S                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_lG8sMZ8oRGC1o5irAvTaHw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: list_directory                                                                                    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\"             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01VdAt2acQYhpsserL5qid7S                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_lG8sMZ8oRGC1o5irAvTaHw                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -844,29 +732,27 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Perfect! I found a file specifically about San Francisco coffee shops. Let me read this to see what information <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> is available.                                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Great! I found a file specifically about San Francisco coffee shops. Let me examine its contents to see what    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> information is available.                                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: read_text_file                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\":                                                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files/coffee_shops_sf.md\"    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files/coffee_shops_sf.md\"    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01Eu5rUQNPhHuDesAF6G4Crp                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_SlUXm4WYTLG719uGLlrDCQ                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
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       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Perfect! I found a file specifically about San Francisco coffee shops. Let me read this to see what information \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m is available.                                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Great! I found a file specifically about San Francisco coffee shops. Let me examine its contents to see what    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m information is available.                                                                                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: read_text_file                                                                                    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\":                                                                                                       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files/coffee_shops_sf.md\"    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files/coffee_shops_sf.md\"    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01Eu5rUQNPhHuDesAF6G4Crp                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_SlUXm4WYTLG719uGLlrDCQ                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -958,29 +844,27 @@
      "data": {
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        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Let me search for any additional files that might contain more detailed information about coffee quality        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> assessments, reviews, or rankings.                                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Let me search for more specific files that might contain detailed quality assessments, reviews, or rankings.    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: search_files                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\",                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"pattern\": \"coffee quality\"                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_016Y544VSWkLugdxGawQ465U                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_P1SFpYwUTuGkT95MSBav4Q                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
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        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Let me search for any additional files that might contain more detailed information about coffee quality        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m assessments, reviews, or rankings.                                                                              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Let me search for more specific files that might contain detailed quality assessments, reviews, or rankings.    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: search_files                                                                                      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\",                      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m   \"pattern\": \"coffee quality\"                                                                                   \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_016Y544VSWkLugdxGawQ465U                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_P1SFpYwUTuGkT95MSBav4Q                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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@@ -1009,24 +893,26 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: search_files                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"pattern\": \"review\"                                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"pattern\": \"review\",                                                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01VuBxp2GA3kMVdnYhWiJXAX                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_v8fTGHKjQlGCy3GnD-a7MA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
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        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: search_files                                                                                      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"pattern\": \"review\"                                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"pattern\": \"review\",                                                                                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01VuBxp2GA3kMVdnYhWiJXAX                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_v8fTGHKjQlGCy3GnD-a7MA                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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@@ -1055,24 +941,26 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: search_files                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"pattern\": \"rating\"                                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"pattern\": \"rating\",                                                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01APLzfnn48yqFL9pmywn5L3                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_A5zTfg9XR6yOge7_59va9w                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: search_files                                                                                      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\",            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"pattern\": \"rating\"                                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"pattern\": \"rating\",                                                                                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"path\": \"/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\"                       \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01APLzfnn48yqFL9pmywn5L3                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_A5zTfg9XR6yOge7_59va9w                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1101,42 +989,46 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"I've found one primary file about San Francisco coffee shops, which provides basic information <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> about 5 notable coffee establishments: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Roasters, and Four Barrel Coffee. \\n\\nHowever, the current information is quite limited for the user's specific <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> request. The file provides:\\n- Basic founding information and specialties\\n- General descriptions of each       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> shop's focus\\n- Location information\\n\\nWhat's missing for a comprehensive coffee quality analysis:\\n- Specific <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality assessments or ratings\\n- Expert reviews or certifications\\n- Customer feedback about coffee quality\\n- <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Comparative rankings based on coffee quality\\n- Third-party review data from sources like Coffee Review, SCA,   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Google, or Yelp\\n- Current/recent data (the user specifically requested data as of July 2025)\\n\\nThe            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> information I have is quite basic and doesn't meet the user's specific criteria for evaluating coffee quality.  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I should check if there are any other files that might contain more detailed quality assessments, reviews, or   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ratings data. Let me do one more comprehensive search to see if there are any additional relevant files.\"       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"I've found one research file about San Francisco coffee shops that provides basic information  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> about 5 prominent coffee shops: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee Roasters,    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> and Four Barrel Coffee. \\n\\nThe file contains foundational information including:\\n- Founding dates and         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> origins\\n- Specialties and coffee approaches\\n- Notable characteristics\\n- Location information\\n\\nHowever,     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> what I'm missing for a comprehensive coffee quality assessment:\\n- Specific quality ratings or scores\\n- Expert <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reviews from coffee organizations\\n- Customer feedback focused on coffee quality\\n- Comparative analysis of     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee quality\\n- Recent data (the user requested data as of July 2025)\\n- Detailed brewing methods and bean    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sourcing information\\n- Awards or certifications\\n\\nThe current file provides a good starting point with        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> established, reputable coffee shops that are known for quality (all appear to be third-wave coffee              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> establishments), but lacks the specific quality assessments and comparative data the user requested. Since I    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> only have one file available and no additional quality-focused research files, I should provide what I can from <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> this source while noting the limitations.\"                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01M4zyGeTTAGxcRikSvKaeu4                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_a-QMGnZ1TcKwOfS9UIrbNw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"I've found one primary file about San Francisco coffee shops, which provides basic information \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m about 5 notable coffee establishments: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Roasters, and Four Barrel Coffee. \\n\\nHowever, the current information is quite limited for the user's specific \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m request. The file provides:\\n- Basic founding information and specialties\\n- General descriptions of each       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m shop's focus\\n- Location information\\n\\nWhat's missing for a comprehensive coffee quality analysis:\\n- Specific \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m quality assessments or ratings\\n- Expert reviews or certifications\\n- Customer feedback about coffee quality\\n- \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Comparative rankings based on coffee quality\\n- Third-party review data from sources like Coffee Review, SCA,   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Google, or Yelp\\n- Current/recent data (the user specifically requested data as of July 2025)\\n\\nThe            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m information I have is quite basic and doesn't meet the user's specific criteria for evaluating coffee quality.  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m I should check if there are any other files that might contain more detailed quality assessments, reviews, or   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ratings data. Let me do one more comprehensive search to see if there are any additional relevant files.\"       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"I've found one research file about San Francisco coffee shops that provides basic information  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m about 5 prominent coffee shops: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee Roasters,    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m and Four Barrel Coffee. \\n\\nThe file contains foundational information including:\\n- Founding dates and         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m origins\\n- Specialties and coffee approaches\\n- Notable characteristics\\n- Location information\\n\\nHowever,     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m what I'm missing for a comprehensive coffee quality assessment:\\n- Specific quality ratings or scores\\n- Expert \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m reviews from coffee organizations\\n- Customer feedback focused on coffee quality\\n- Comparative analysis of     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee quality\\n- Recent data (the user requested data as of July 2025)\\n- Detailed brewing methods and bean    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m sourcing information\\n- Awards or certifications\\n\\nThe current file provides a good starting point with        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m established, reputable coffee shops that are known for quality (all appear to be third-wave coffee              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m establishments), but lacks the specific quality assessments and comparative data the user requested. Since I    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m only have one file available and no additional quality-focused research files, I should provide what I can from \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m this source while noting the limitations.\"                                                                      \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01M4zyGeTTAGxcRikSvKaeu4                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_a-QMGnZ1TcKwOfS9UIrbNw                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1147,107 +1039,57 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: I've found one primary file about San Francisco coffee shops, which provides basic         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> information about 5 notable coffee establishments: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee Roasters, and Four Barrel Coffee.                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: I've found one research file about San Francisco coffee shops that provides basic          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> information about 5 prominent coffee shops: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, and Four Barrel Coffee.                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> However, the current information is quite limited for the user's specific request. The file provides:           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Basic founding information and specialties                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - General descriptions of each shop's focus                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The file contains foundational information including:                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Founding dates and origins                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specialties and coffee approaches                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Notable characteristics                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Location information                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> What's missing for a comprehensive coffee quality analysis:                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specific quality assessments or ratings                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Expert reviews or certifications                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Customer feedback about coffee quality                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Comparative rankings based on coffee quality                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Third-party review data from sources like Coffee Review, SCA, Google, or Yelp                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Current/recent data (the user specifically requested data as of July 2025)                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> However, what I'm missing for a comprehensive coffee quality assessment:                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specific quality ratings or scores                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Expert reviews from coffee organizations                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Customer feedback focused on coffee quality                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Comparative analysis of coffee quality                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Recent data (the user requested data as of July 2025)                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Detailed brewing methods and bean sourcing information                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Awards or certifications                                                                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The information I have is quite basic and doesn't meet the user's specific criteria for evaluating coffee       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> quality. I should check if there are any other files that might contain more detailed quality assessments,      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reviews, or ratings data. Let me do one more comprehensive search to see if there are any additional relevant   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> files.                                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The current file provides a good starting point with established, reputable coffee shops that are known for     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> quality (all appear to be third-wave coffee establishments), but lacks the specific quality assessments and     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> comparative data the user requested. Since I only have one file available and no additional quality-focused     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> research files, I should provide what I can from this source while noting the limitations.                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Reflection recorded: I've found one primary file about San Francisco coffee shops, which provides basic         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m information about 5 notable coffee establishments: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Coffee Roasters, and Four Barrel Coffee.                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: I've found one research file about San Francisco coffee shops that provides basic          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m information about 5 prominent coffee shops: Blue Bottle Coffee, Philz Coffee, Sightglass Coffee, Ritual Coffee  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters, and Four Barrel Coffee.                                                                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m However, the current information is quite limited for the user's specific request. The file provides:           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Basic founding information and specialties                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - General descriptions of each shop's focus                                                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The file contains foundational information including:                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Founding dates and origins                                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Specialties and coffee approaches                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Notable characteristics                                                                                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m - Location information                                                                                          \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m What's missing for a comprehensive coffee quality analysis:                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Specific quality assessments or ratings                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Expert reviews or certifications                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Customer feedback about coffee quality                                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Comparative rankings based on coffee quality                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Third-party review data from sources like Coffee Review, SCA, Google, or Yelp                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Current/recent data (the user specifically requested data as of July 2025)                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m However, what I'm missing for a comprehensive coffee quality assessment:                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Specific quality ratings or scores                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Expert reviews from coffee organizations                                                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Customer feedback focused on coffee quality                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Comparative analysis of coffee quality                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Recent data (the user requested data as of July 2025)                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Detailed brewing methods and bean sourcing information                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Awards or certifications                                                                                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m The information I have is quite basic and doesn't meet the user's specific criteria for evaluating coffee       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m quality. I should check if there are any other files that might contain more detailed quality assessments,      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m reviews, or ratings data. Let me do one more comprehensive search to see if there are any additional relevant   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m files.                                                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: directory_tree                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\"             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_012v1q7GnaVfKjZEvK8tEpU7                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 🔧 Tool Call: directory_tree                                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"path\": \"/Users/rlm/Desktop/Code/deep_research_from_scratch/src/deep_research_from_scratch/files\"             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_012v1q7GnaVfKjZEvK8tEpU7                                                                           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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-     "output_type": "display_data"
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-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [                                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   {                                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>     \"name\": \"coffee_shops_sf.md\",                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>     \"type\": \"file\"                                                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   }                                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ]                                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [                                                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   {                                                                                                             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m     \"name\": \"coffee_shops_sf.md\",                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m     \"type\": \"file\"                                                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   }                                                                                                             \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m ]                                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The current file provides a good starting point with established, reputable coffee shops that are known for     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m quality (all appear to be third-wave coffee establishments), but lacks the specific quality assessments and     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m comparative data the user requested. Since I only have one file available and no additional quality-focused     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m research files, I should provide what I can from this source while noting the limitations.                      \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1258,123 +1100,133 @@
      "data": {
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Based on my research of the available files, I found limited information that doesn't fully meet your specific  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> requirements for evaluating San Francisco coffee shops based on coffee quality. Here's what I discovered:       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Based on my research of the available files, I can provide you with information about prominent San Francisco   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shops, though I should note that the available data is limited in terms of specific quality assessments  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> and recent reviews.                                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Available Information from Local Files                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Top San Francisco Coffee Shops Based on Coffee Quality Focus                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I found one relevant file (`coffee_shops_sf.md`) containing basic information about 5 notable San Francisco     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shops:                                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> From the research file available, here are the key coffee shops in San Francisco that are recognized for their  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> emphasis on coffee quality:                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 1. **Blue Bottle Coffee** (Founded 2002)                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Coffee Quality Focus**: Single-origin coffee, pour-over methods                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Features**: Known for freshly roasted beans                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **1. Blue Bottle Coffee**                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Founded**: 2002 (Oakland origin, expanded to SF)                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Focus**: Single-origin coffee and pour-over methods                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Indicators**: Known for freshly roasted beans and precise brewing techniques                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Locations**: Multiple SF locations including Ferry Building                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 2. **Philz Coffee** (Founded 2003)                                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Coffee Quality Focus**: Custom blended coffee, personalized service                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Features**: Unique proprietary blends like \"Tesora\"                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Origin**: Founded in San Francisco (Mission District)                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 3. **Sightglass Coffee** (Founded 2009)                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Coffee Quality Focus**: Third-wave coffee movement, roasting transparency                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Features**: Large roastery with viewing windows for transparency                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **2. Sightglass Coffee**                                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Founded**: 2009                                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Focus**: Third-wave coffee movement with roasting transparency                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Indicators**: Large roastery with viewing windows, emphasizing transparency in the roasting <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> process                                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Location**: SOMA district flagship                                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 4. **Ritual Coffee Roasters** (Founded 2005)                                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Coffee Quality Focus**: Direct trade relationships, seasonal offerings                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Features**: Pioneer in SF's third-wave coffee movement                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Locations**: Multiple locations (Castro, Mission)                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **3. Ritual Coffee Roasters**                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Founded**: 2005                                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Focus**: Direct trade relationships and seasonal offerings                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Indicators**: Pioneer in San Francisco's third-wave coffee movement, emphasizing ethical    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sourcing and quality                                                                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Locations**: Multiple locations including Castro and Mission                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### 5. **Four Barrel Coffee** (Founded 2008)                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Coffee Quality Focus**: Small-batch roasting, community focus                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Features**: Known for artisanal approach                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Location**: Mission District                                                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **4. Four Barrel Coffee**                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Founded**: 2008                                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Focus**: Small-batch roasting with community emphasis                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Indicators**: Known for artisanal approach and local reputation                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Location**: Mission District (Valencia Street)                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Research Limitations                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ### **5. Philz Coffee**                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Founded**: 2003 (San Francisco native)                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Quality Focus**: Custom blended coffee with personalized service                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Notable Quality Indicators**: Known for unique proprietary blends like \"Tesora\"                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - **Locations**: Citywide presence, original in Mission District                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Unfortunately, the available local files lack the specific quality-focused data you requested:                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Research Limitations                                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Missing Information:**                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Expert reviews from Coffee Review or Specialty Coffee Association                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Customer ratings and quality-specific feedback from Google/Yelp                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Specialty coffee certifications                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> I should note that the available research files contain foundational information about these coffee shops but   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> lack:                                                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Specific quality ratings or scores from coffee review organizations                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Recent customer reviews focused on coffee quality                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Expert assessments from organizations like Coffee Review or Specialty Coffee Association                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Updated data as of July 2025                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Comparative quality rankings                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Current data as of July 2025                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Detailed quality assessments or scoring systems                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Recommendation:**                                                                                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> To complete your research according to your specifications, you would need access to:                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 1. Current reviews from Coffee Review or SCA databases                                                          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 2. Recent Google/Yelp reviews focusing on coffee quality                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 3. Official websites of these coffee shops for current offerings                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 4. Specialty coffee certification databases                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 5. Recent coffee industry publications or rankings                                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ## Recommendations for Further Research                                                                         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> To complete your coffee quality assessment, I recommend seeking:                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 1. Current reviews from Coffee Review or Specialty Coffee Association                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 2. Recent Yelp/Google reviews specifically mentioning coffee quality                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 3. Official websites of these establishments for current offerings and quality certifications                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 4. Local coffee competition results or awards                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> The shops identified above represent San Francisco's prominent third-wave coffee establishments, but a          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> comprehensive quality-based ranking would require the additional sources you mentioned in your research         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> criteria.                                                                                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> The shops identified above represent San Francisco's established third-wave coffee movement, which emphasizes   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality, transparency, and artisanal approaches to coffee preparation and sourcing.                             <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Based on my research of the available files, I found limited information that doesn't fully meet your specific  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m requirements for evaluating San Francisco coffee shops based on coffee quality. Here's what I discovered:       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Based on my research of the available files, I can provide you with information about prominent San Francisco   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee shops, though I should note that the available data is limited in terms of specific quality assessments  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m and recent reviews.                                                                                             \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ## Available Information from Local Files                                                                       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## Top San Francisco Coffee Shops Based on Coffee Quality Focus                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m I found one relevant file (`coffee_shops_sf.md`) containing basic information about 5 notable San Francisco     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee shops:                                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m From the research file available, here are the key coffee shops in San Francisco that are recognized for their  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m emphasis on coffee quality:                                                                                     \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### 1. **Blue Bottle Coffee** (Founded 2002)                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Coffee Quality Focus**: Single-origin coffee, pour-over methods                                             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Notable Quality Features**: Known for freshly roasted beans                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### **1. Blue Bottle Coffee**                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Founded**: 2002 (Oakland origin, expanded to SF)                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Focus**: Single-origin coffee and pour-over methods                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Notable Quality Indicators**: Known for freshly roasted beans and precise brewing techniques                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m - **Locations**: Multiple SF locations including Ferry Building                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### 2. **Philz Coffee** (Founded 2003)                                                                          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Coffee Quality Focus**: Custom blended coffee, personalized service                                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Notable Quality Features**: Unique proprietary blends like \"Tesora\"                                         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Origin**: Founded in San Francisco (Mission District)                                                       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### 3. **Sightglass Coffee** (Founded 2009)                                                                     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Coffee Quality Focus**: Third-wave coffee movement, roasting transparency                                   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Notable Quality Features**: Large roastery with viewing windows for transparency                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### **2. Sightglass Coffee**                                                                                    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Founded**: 2009                                                                                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Focus**: Third-wave coffee movement with roasting transparency                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Notable Quality Indicators**: Large roastery with viewing windows, emphasizing transparency in the roasting \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m process                                                                                                         \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m - **Location**: SOMA district flagship                                                                          \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### 4. **Ritual Coffee Roasters** (Founded 2005)                                                                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Coffee Quality Focus**: Direct trade relationships, seasonal offerings                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Notable Quality Features**: Pioneer in SF's third-wave coffee movement                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Locations**: Multiple locations (Castro, Mission)                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### **3. Ritual Coffee Roasters**                                                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Founded**: 2005                                                                                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Focus**: Direct trade relationships and seasonal offerings                                          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Notable Quality Indicators**: Pioneer in San Francisco's third-wave coffee movement, emphasizing ethical    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m sourcing and quality                                                                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Locations**: Multiple locations including Castro and Mission                                                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ### 5. **Four Barrel Coffee** (Founded 2008)                                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Coffee Quality Focus**: Small-batch roasting, community focus                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Notable Quality Features**: Known for artisanal approach                                                    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - **Location**: Mission District                                                                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### **4. Four Barrel Coffee**                                                                                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Founded**: 2008                                                                                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Focus**: Small-batch roasting with community emphasis                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Notable Quality Indicators**: Known for artisanal approach and local reputation                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Location**: Mission District (Valencia Street)                                                              \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ## Research Limitations                                                                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ### **5. Philz Coffee**                                                                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Founded**: 2003 (San Francisco native)                                                                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Quality Focus**: Custom blended coffee with personalized service                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Notable Quality Indicators**: Known for unique proprietary blends like \"Tesora\"                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - **Locations**: Citywide presence, original in Mission District                                                \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Unfortunately, the available local files lack the specific quality-focused data you requested:                  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## Research Limitations                                                                                         \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Missing Information:**                                                                                        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Expert reviews from Coffee Review or Specialty Coffee Association                                             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Customer ratings and quality-specific feedback from Google/Yelp                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Specialty coffee certifications                                                                               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m I should note that the available research files contain foundational information about these coffee shops but   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m lack:                                                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - Specific quality ratings or scores from coffee review organizations                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - Recent customer reviews focused on coffee quality                                                             \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - Expert assessments from organizations like Coffee Review or Specialty Coffee Association                      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m - Updated data as of July 2025                                                                                  \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m - Comparative quality rankings                                                                                  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Current data as of July 2025                                                                                  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Detailed quality assessments or scoring systems                                                               \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Recommendation:**                                                                                             \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m To complete your research according to your specifications, you would need access to:                           \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 1. Current reviews from Coffee Review or SCA databases                                                          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 2. Recent Google/Yelp reviews focusing on coffee quality                                                        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 3. Official websites of these coffee shops for current offerings                                                \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 4. Specialty coffee certification databases                                                                     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m 5. Recent coffee industry publications or rankings                                                              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m ## Recommendations for Further Research                                                                         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m To complete your coffee quality assessment, I recommend seeking:                                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 1. Current reviews from Coffee Review or Specialty Coffee Association                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 2. Recent Yelp/Google reviews specifically mentioning coffee quality                                            \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 3. Official websites of these establishments for current offerings and quality certifications                   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 4. Local coffee competition results or awards                                                                   \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m The shops identified above represent San Francisco's prominent third-wave coffee establishments, but a          \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m comprehensive quality-based ranking would require the additional sources you mentioned in your research         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m criteria.                                                                                                       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m The shops identified above represent San Francisco's established third-wave coffee movement, which emphasizes   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m quality, transparency, and artisanal approaches to coffee preparation and sourcing.                             \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1411,7 +1263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1419,15 +1271,16 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">List of Queries and Tool Calls Made</span>                                                                                \n",
        "\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Searched local file directory for files related to San Francisco coffee shops and coffee quality.               \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Opened and inspected the file <span style=\"color: #008080; text-decoration-color: #008080; background-color: #000000; font-weight: bold\">coffee_shops_sf.md</span>.                                                               \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Searched for files using keywords \"coffee quality,\" \"review,\" and \"rating.\"                                     \n",
-       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Explored the directory tree for additional files.                                                               \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Searched for files related to San Francisco coffee shops in the directory                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span><span style=\"color: #008080; text-decoration-color: #008080; background-color: #000000; font-weight: bold\">/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files</span>                                   \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Located and read the file <span style=\"color: #008080; text-decoration-color: #008080; background-color: #000000; font-weight: bold\">coffee_shops_sf.md</span>                                                                    \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Searched for additional files containing \"coffee quality\", \"review\", and \"rating\" in the same directory (no     \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">   </span>additional matches found)                                                                                       \n",
+       "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span>Reflected on the available data and its limitations                                                             \n",
        "\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
        "<span style=\"font-weight: bold\">Fully Comprehensive Findings</span>                                                                                       \n",
        "\n",
-       "From the file <span style=\"color: #008080; text-decoration-color: #008080; background-color: #000000; font-weight: bold\">coffee_shops_sf.md</span>, the following information about notable San Francisco coffee shops was found:    \n",
-       "\n",
        "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
        "┃                                       <span style=\"font-weight: bold\">San Francisco Coffee Shops Research</span>                                       ┃\n",
        "┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n",
@@ -1470,27 +1323,25 @@
        "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span><span style=\"font-weight: bold\">Notable</span>: Known for Valencia Street location, local institution                                                  \n",
        "<span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\"> • </span><span style=\"font-weight: bold\">Location</span>: Mission District                                                                                      \n",
        "\n",
-       "No other local files were found containing quality assessments, reviews, or ratings data. No expert reviews,       \n",
-       "specialty coffee certifications, customer ratings, comparative rankings, or quality scores were available. The     \n",
-       "findings are solely based on the information contained in <span style=\"color: #008080; text-decoration-color: #008080; background-color: #000000; font-weight: bold\">coffee_shops_sf.md</span>.                                      \n",
-       "\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
        "<span style=\"font-weight: bold\">List of All Relevant Sources (with citations in the report)</span>                                                        \n",
        "\n",
-       "[1] coffee_shops_sf.md file (internal data source)                                                                 \n",
+       "[1] San Francisco Coffee Shops Research, coffee_shops_sf.md (internal research file)                               \n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[1mList of Queries and Tool Calls Made\u001b[0m                                                                                \n",
        "\n",
-       "\u001b[1;33m • \u001b[0mSearched local file directory for files related to San Francisco coffee shops and coffee quality.               \n",
-       "\u001b[1;33m • \u001b[0mOpened and inspected the file \u001b[1;36;40mcoffee_shops_sf.md\u001b[0m.                                                               \n",
-       "\u001b[1;33m • \u001b[0mSearched for files using keywords \"coffee quality,\" \"review,\" and \"rating.\"                                     \n",
-       "\u001b[1;33m • \u001b[0mExplored the directory tree for additional files.                                                               \n",
+       "\u001b[1;33m • \u001b[0mSearched for files related to San Francisco coffee shops in the directory                                       \n",
+       "\u001b[1;33m   \u001b[0m\u001b[1;36;40m/Users/dhanley/Documents/deep_researcher/src/deep_research_from_scratch/files\u001b[0m                                   \n",
+       "\u001b[1;33m • \u001b[0mLocated and read the file \u001b[1;36;40mcoffee_shops_sf.md\u001b[0m                                                                    \n",
+       "\u001b[1;33m • \u001b[0mSearched for additional files containing \"coffee quality\", \"review\", and \"rating\" in the same directory (no     \n",
+       "\u001b[1;33m   \u001b[0madditional matches found)                                                                                       \n",
+       "\u001b[1;33m • \u001b[0mReflected on the available data and its limitations                                                             \n",
        "\n",
+       "\u001b[33m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
        "\u001b[1mFully Comprehensive Findings\u001b[0m                                                                                       \n",
        "\n",
-       "From the file \u001b[1;36;40mcoffee_shops_sf.md\u001b[0m, the following information about notable San Francisco coffee shops was found:    \n",
-       "\n",
        "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
        "┃                                       \u001b[1mSan Francisco Coffee Shops Research\u001b[0m                                       ┃\n",
        "┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n",
@@ -1533,16 +1384,13 @@
        "\u001b[1;33m • \u001b[0m\u001b[1mNotable\u001b[0m: Known for Valencia Street location, local institution                                                  \n",
        "\u001b[1;33m • \u001b[0m\u001b[1mLocation\u001b[0m: Mission District                                                                                      \n",
        "\n",
-       "No other local files were found containing quality assessments, reviews, or ratings data. No expert reviews,       \n",
-       "specialty coffee certifications, customer ratings, comparative rankings, or quality scores were available. The     \n",
-       "findings are solely based on the information contained in \u001b[1;36;40mcoffee_shops_sf.md\u001b[0m.                                      \n",
-       "\n",
+       "\u001b[33m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
        "\u001b[1mList of All Relevant Sources (with citations in the report)\u001b[0m                                                        \n",
        "\n",
-       "[1] coffee_shops_sf.md file (internal data source)                                                                 \n"
+       "[1] San Francisco Coffee Shops Research, coffee_shops_sf.md (internal research file)                               \n"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1731,7 +1579,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.11.7"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/4_research_supervisor.ipynb b/notebooks/4_research_supervisor.ipynb
index 00ec1b12..2968dbe6 100644
--- a/notebooks/4_research_supervisor.ipynb
+++ b/notebooks/4_research_supervisor.ipynb
@@ -2,18 +2,20 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
+   "source": [
+    "import os, sys\n",
+    "BASEDIR = \"/Users/dhanley/Documents/deep_researcher/\"\n",
+    "sys.path += [BASEDIR, f\"{BASEDIR}/src\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Load environment variables and set up auto-reload\n",
     "from dotenv import load_dotenv\n",
@@ -47,7 +49,7 @@
     "\n",
     "[Numerous failure modes](https://www.dbreunig.com/2025/06/22/how-contexts-fail-and-how-to-fix-them.html), such as [context clash](https://www.dbreunig.com/2025/06/22/how-contexts-fail-and-how-to-fix-them.html), become prevalent as the context window accumulates tool calls across many different sub-topics. As discussed in [Anthropic's blog post](https://www.anthropic.com/engineering/built-multi-agent-research-system), multi-agent systems can split sub-topic to sub-agents with isolated context windows. We'll build a system where a supervisor determines if the research brief can be broken-down into independent sub-topics and delegates to sub-agents with isolated context windows. \n",
     "\n",
-    "![image.webp](attachment:cac50ae6-f10d-4f40-8604-d4b3244628ed.webp)\n",
+    "<!-- ![image.webp](attachment:cac50ae6-f10d-4f40-8604-d4b3244628ed.webp) -->\n",
     "\n",
     "### Prompt\n",
     "\n",
@@ -86,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -264,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -336,7 +338,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -361,11 +363,12 @@
     "maintaining isolated context windows for each research topic.\n",
     "\"\"\"\n",
     "\n",
-    "import asyncio\n",
+    "import os, asyncio\n",
     "\n",
     "from typing_extensions import Literal\n",
     "\n",
     "from langchain.chat_models import init_chat_model\n",
+    "from langchain_openai import AzureChatOpenAI\n",
     "from langchain_core.messages import (\n",
     "    HumanMessage, \n",
     "    BaseMessage, \n",
@@ -419,7 +422,13 @@
     "# ===== CONFIGURATION =====\n",
     "\n",
     "supervisor_tools = [ConductResearch, ResearchComplete, think_tool]\n",
-    "supervisor_model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
+    "# supervisor_model = init_chat_model(model=\"anthropic:claude-sonnet-4-20250514\")\n",
+    "model_args = dict(azure_endpoint=\"https://llm-proxy.perflab.nvidia.com\",\n",
+    "    api_key=os.getenv(\"PERFLAB_ONEAPI\"),\n",
+    "    api_version=\"2025-02-01-preview\",)\n",
+    "supervisor_model = AzureChatOpenAI(\n",
+    "    deployment_name=os.getenv(\"RESEARCH_MODEL\", \"claude-sonnet-4-20250514\"),\n",
+    "    temperature=0.0, **model_args)\n",
     "supervisor_model_with_tools = supervisor_model.bind_tools(supervisor_tools)\n",
     "\n",
     "# System constants\n",
@@ -601,12 +610,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<IPython.core.display.Image object>"
       ]
@@ -625,7 +634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -678,50 +687,50 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Let me analyze this research request carefully:\\n\\n**User's Core Need**: Identify and evaluate <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> the best coffee shops in San Francisco based specifically on coffee quality, with a focus on creating a         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> well-supported ranking.\\n\\n**Key Requirements**:\\n- Geographic focus: San Francisco area\\n- Primary criterion:  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee quality (not ambiance, location, wifi, food)\\n- Methods: Expert reviews, customer ratings, specialty     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee certifications\\n- Sources: Official websites, Coffee Review, Specialty Coffee Association,               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Google/Yelp\\n- Timeline: Latest data as of July 2025 (though today is August 2025, so this is recent)\\n-        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Output: Well-supported list/ranking\\n\\n**Research Strategy Decision**:\\nThis appears to be a comprehensive but  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> focused research task that can be handled by a single specialized agent. While I could potentially break this   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> into multiple sub-agents (e.g., one for expert reviews, one for customer ratings, one for certifications), the  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> user is asking for an integrated evaluation and ranking that combines all these sources. A single agent can     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> more effectively synthesize these different evaluation methods into a cohesive ranking.\\n\\n**Approach**: I'll   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> delegate this to one research agent with comprehensive instructions to:\\n1. Research top SF coffee shops known  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> for quality\\n2. Evaluate using multiple quality assessment methods\\n3. Prioritize the specified primary         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> sources\\n4. Create a well-supported ranking focused on coffee quality\\n\\nThis is more efficient than            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> fragmenting the research and will ensure better integration of findings.\"                                       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Let me analyze this research request carefully:\\n\\n**What the user needs:**\\n- Identify and    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> evaluate the best coffee shops in San Francisco based specifically on coffee quality\\n- Focus on coffee quality <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> as the primary criterion (not ambiance, location, wifi, food)\\n- Use multiple methods to assess quality: expert <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reviews, customer ratings, specialty coffee certifications\\n- Prioritize primary sources: official websites,    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> reputable coffee review organizations, review aggregators\\n- Result should be a well-supported list/ranking     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> with latest data as of July 2025\\n\\n**Research approach considerations:**\\nThis is a comprehensive fact-finding <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> and ranking task that requires:\\n1. Identifying top coffee shops in San Francisco\\n2. Evaluating them           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specifically on coffee quality metrics\\n3. Using multiple assessment methods and sources\\n4. Creating a         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> supported ranking\\n\\n**Should I use parallel research?**\\nThis seems like a task that could benefit from a      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> single comprehensive research agent since:\\n- It's focused on one geographic area (San Francisco)\\n- It's one   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> primary criterion (coffee quality)\\n- The research methodology involves synthesizing multiple sources rather    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> than comparing distinct entities\\n- A single agent can systematically work through identification \\u2192        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> evaluation \\u2192 ranking\\n\\nI think one well-instructed research agent would be most efficient here, as they   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> can build upon findings iteratively and create a cohesive analysis.\"                                            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01X7TdgmGvjBsYT9TuR8p23k                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_7BpWaa76R1GekzqHOpFAGA                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"Let me analyze this research request carefully:\\n\\n**User's Core Need**: Identify and evaluate \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m the best coffee shops in San Francisco based specifically on coffee quality, with a focus on creating a         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m well-supported ranking.\\n\\n**Key Requirements**:\\n- Geographic focus: San Francisco area\\n- Primary criterion:  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Coffee quality (not ambiance, location, wifi, food)\\n- Methods: Expert reviews, customer ratings, specialty     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee certifications\\n- Sources: Official websites, Coffee Review, Specialty Coffee Association,               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Google/Yelp\\n- Timeline: Latest data as of July 2025 (though today is August 2025, so this is recent)\\n-        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Output: Well-supported list/ranking\\n\\n**Research Strategy Decision**:\\nThis appears to be a comprehensive but  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m focused research task that can be handled by a single specialized agent. While I could potentially break this   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m into multiple sub-agents (e.g., one for expert reviews, one for customer ratings, one for certifications), the  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m user is asking for an integrated evaluation and ranking that combines all these sources. A single agent can     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m more effectively synthesize these different evaluation methods into a cohesive ranking.\\n\\n**Approach**: I'll   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m delegate this to one research agent with comprehensive instructions to:\\n1. Research top SF coffee shops known  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m for quality\\n2. Evaluate using multiple quality assessment methods\\n3. Prioritize the specified primary         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m sources\\n4. Create a well-supported ranking focused on coffee quality\\n\\nThis is more efficient than            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m fragmenting the research and will ensure better integration of findings.\"                                       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"Let me analyze this research request carefully:\\n\\n**What the user needs:**\\n- Identify and    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m evaluate the best coffee shops in San Francisco based specifically on coffee quality\\n- Focus on coffee quality \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m as the primary criterion (not ambiance, location, wifi, food)\\n- Use multiple methods to assess quality: expert \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m reviews, customer ratings, specialty coffee certifications\\n- Prioritize primary sources: official websites,    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m reputable coffee review organizations, review aggregators\\n- Result should be a well-supported list/ranking     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m with latest data as of July 2025\\n\\n**Research approach considerations:**\\nThis is a comprehensive fact-finding \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m and ranking task that requires:\\n1. Identifying top coffee shops in San Francisco\\n2. Evaluating them           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specifically on coffee quality metrics\\n3. Using multiple assessment methods and sources\\n4. Creating a         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m supported ranking\\n\\n**Should I use parallel research?**\\nThis seems like a task that could benefit from a      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m single comprehensive research agent since:\\n- It's focused on one geographic area (San Francisco)\\n- It's one   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m primary criterion (coffee quality)\\n- The research methodology involves synthesizing multiple sources rather    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m than comparing distinct entities\\n- A single agent can systematically work through identification \\u2192        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m evaluation \\u2192 ranking\\n\\nI think one well-instructed research agent would be most efficient here, as they   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m can build upon findings iteratively and create a cohesive analysis.\"                                            \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01X7TdgmGvjBsYT9TuR8p23k                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_7BpWaa76R1GekzqHOpFAGA                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -734,31 +743,29 @@
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: Let me analyze this research request carefully:                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **User's Core Need**: Identify and evaluate the best coffee shops in San Francisco based specifically on coffee <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> quality, with a focus on creating a well-supported ranking.                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Key Requirements**:                                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Geographic focus: San Francisco area                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Primary criterion: Coffee quality (not ambiance, location, wifi, food)                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Methods: Expert reviews, customer ratings, specialty coffee certifications                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sources: Official websites, Coffee Review, Specialty Coffee Association, Google/Yelp                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Timeline: Latest data as of July 2025 (though today is August 2025, so this is recent)                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Output: Well-supported list/ranking                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **What the user needs:**                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Identify and evaluate the best coffee shops in San Francisco based specifically on coffee quality             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Focus on coffee quality as the primary criterion (not ambiance, location, wifi, food)                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Use multiple methods to assess quality: expert reviews, customer ratings, specialty coffee certifications     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Prioritize primary sources: official websites, reputable coffee review organizations, review aggregators      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Result should be a well-supported list/ranking with latest data as of July 2025                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Research Strategy Decision**:                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This appears to be a comprehensive but focused research task that can be handled by a single specialized agent. <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> While I could potentially break this into multiple sub-agents (e.g., one for expert reviews, one for customer   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ratings, one for certifications), the user is asking for an integrated evaluation and ranking that combines all <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> these sources. A single agent can more effectively synthesize these different evaluation methods into a         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> cohesive ranking.                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Research approach considerations:**                                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This is a comprehensive fact-finding and ranking task that requires:                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Identifying top coffee shops in San Francisco                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Evaluating them specifically on coffee quality metrics                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. Using multiple assessment methods and sources                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. Creating a supported ranking                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Approach**: I'll delegate this to one research agent with comprehensive instructions to:                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Research top SF coffee shops known for quality                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Evaluate using multiple quality assessment methods                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. Prioritize the specified primary sources                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. Create a well-supported ranking focused on coffee quality                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Should I use parallel research?**                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This seems like a task that could benefit from a single comprehensive research agent since:                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - It's focused on one geographic area (San Francisco)                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - It's one primary criterion (coffee quality)                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The research methodology involves synthesizing multiple sources rather than comparing distinct entities       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - A single agent can systematically work through identification → evaluation → ranking                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> This is more efficient than fragmenting the research and will ensure better integration of findings.            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I think one well-instructed research agent would be most efficient here, as they can build upon findings        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> iteratively and create a cohesive analysis.                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
@@ -766,31 +773,29 @@
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
        "\u001b[33m│\u001b[0m Reflection recorded: Let me analyze this research request carefully:                                            \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **User's Core Need**: Identify and evaluate the best coffee shops in San Francisco based specifically on coffee \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m quality, with a focus on creating a well-supported ranking.                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Key Requirements**:                                                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Geographic focus: San Francisco area                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Primary criterion: Coffee quality (not ambiance, location, wifi, food)                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Methods: Expert reviews, customer ratings, specialty coffee certifications                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sources: Official websites, Coffee Review, Specialty Coffee Association, Google/Yelp                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Timeline: Latest data as of July 2025 (though today is August 2025, so this is recent)                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Output: Well-supported list/ranking                                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **What the user needs:**                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Identify and evaluate the best coffee shops in San Francisco based specifically on coffee quality             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Focus on coffee quality as the primary criterion (not ambiance, location, wifi, food)                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Use multiple methods to assess quality: expert reviews, customer ratings, specialty coffee certifications     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Prioritize primary sources: official websites, reputable coffee review organizations, review aggregators      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Result should be a well-supported list/ranking with latest data as of July 2025                               \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Research Strategy Decision**:                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m This appears to be a comprehensive but focused research task that can be handled by a single specialized agent. \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m While I could potentially break this into multiple sub-agents (e.g., one for expert reviews, one for customer   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m ratings, one for certifications), the user is asking for an integrated evaluation and ranking that combines all \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m these sources. A single agent can more effectively synthesize these different evaluation methods into a         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m cohesive ranking.                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Research approach considerations:**                                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m This is a comprehensive fact-finding and ranking task that requires:                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. Identifying top coffee shops in San Francisco                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. Evaluating them specifically on coffee quality metrics                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. Using multiple assessment methods and sources                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 4. Creating a supported ranking                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m **Approach**: I'll delegate this to one research agent with comprehensive instructions to:                      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 1. Research top SF coffee shops known for quality                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 2. Evaluate using multiple quality assessment methods                                                           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 3. Prioritize the specified primary sources                                                                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 4. Create a well-supported ranking focused on coffee quality                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Should I use parallel research?**                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m This seems like a task that could benefit from a single comprehensive research agent since:                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - It's focused on one geographic area (San Francisco)                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - It's one primary criterion (coffee quality)                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - The research methodology involves synthesizing multiple sources rather than comparing distinct entities       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - A single agent can systematically work through identification → evaluation → ranking                          \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m This is more efficient than fragmenting the research and will ensure better integration of findings.            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I think one well-instructed research agent would be most efficient here, as they can build upon findings        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m iteratively and create a cohesive analysis.                                                                     \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -802,42 +807,44 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: ConductResearch                                                                                   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"research_topic\": \"Research and evaluate the best coffee shops in San Francisco based on coffee quality.      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Create a comprehensive ranking of top San Francisco coffee shops using coffee quality as the primary criterion. <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Focus on multiple assessment methods including: expert reviews from coffee industry publications, customer      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> ratings and feedback specifically about coffee quality, specialty coffee certifications, and roaster            <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> credentials. Prioritize primary sources such as official coffee shop websites, reputable third-party coffee     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> review organizations like Coffee Review or Specialty Coffee Association, and prominent review aggregators like  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Google Reviews and Yelp where customers specifically comment on coffee quality. Exclude factors like ambiance,  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> location convenience, wifi, or food options unless they directly impact perceived coffee quality. Provide a     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> well-supported list or ranking with evidence from the latest available data as of July 2025, including specific <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> details about what makes each coffee shop's coffee quality exceptional (such as sourcing practices, roasting    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> methods, brewing techniques, bean quality, or barista expertise).\"                                              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"research_topic\": \"Identify and evaluate the best coffee shops in San Francisco based specifically on coffee  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> quality as the primary criterion. Research should focus on analyzing coffee shops within San Francisco using    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> multiple assessment methods including expert reviews, customer ratings focused on coffee quality, and specialty <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee certifications. Prioritize primary sources such as official websites of coffee shops, reputable          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> third-party coffee review organizations like Coffee Review or Specialty Coffee Association, and prominent       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> review aggregators like Google Reviews and Yelp where direct customer feedback about coffee quality can be      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> found. Ignore factors like ambiance, location, wifi, or food options unless they directly impact perceived      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee quality. Create a well-supported list or ranking of the top coffee shops in San Francisco with emphasis  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> on their coffee quality according to the latest available data. For each coffee shop identified, provide        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specific evidence of their coffee quality including sources, ratings, certifications, awards, or notable        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> mentions from coffee experts and customers.\"                                                                    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01MS5u8zNuCvkKuAwcR2wmkX                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_XNO-eqbATNutnOVVa4Oldw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: ConductResearch                                                                                   \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"research_topic\": \"Research and evaluate the best coffee shops in San Francisco based on coffee quality.      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Create a comprehensive ranking of top San Francisco coffee shops using coffee quality as the primary criterion. \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Focus on multiple assessment methods including: expert reviews from coffee industry publications, customer      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m ratings and feedback specifically about coffee quality, specialty coffee certifications, and roaster            \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m credentials. Prioritize primary sources such as official coffee shop websites, reputable third-party coffee     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m review organizations like Coffee Review or Specialty Coffee Association, and prominent review aggregators like  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Google Reviews and Yelp where customers specifically comment on coffee quality. Exclude factors like ambiance,  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m location convenience, wifi, or food options unless they directly impact perceived coffee quality. Provide a     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m well-supported list or ranking with evidence from the latest available data as of July 2025, including specific \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m details about what makes each coffee shop's coffee quality exceptional (such as sourcing practices, roasting    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m methods, brewing techniques, bean quality, or barista expertise).\"                                              \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"research_topic\": \"Identify and evaluate the best coffee shops in San Francisco based specifically on coffee  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m quality as the primary criterion. Research should focus on analyzing coffee shops within San Francisco using    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m multiple assessment methods including expert reviews, customer ratings focused on coffee quality, and specialty \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee certifications. Prioritize primary sources such as official websites of coffee shops, reputable          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m third-party coffee review organizations like Coffee Review or Specialty Coffee Association, and prominent       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m review aggregators like Google Reviews and Yelp where direct customer feedback about coffee quality can be      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m found. Ignore factors like ambiance, location, wifi, or food options unless they directly impact perceived      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee quality. Create a well-supported list or ranking of the top coffee shops in San Francisco with emphasis  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m on their coffee quality according to the latest available data. For each coffee shop identified, provide        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specific evidence of their coffee quality including sources, ratings, certifications, awards, or notable        \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m mentions from coffee experts and customers.\"                                                                    \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01MS5u8zNuCvkKuAwcR2wmkX                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_XNO-eqbATNutnOVVa4Oldw                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -850,174 +857,215 @@
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **List of Queries and Tool Calls Made**                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Query: best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Query: \"Coffee Review\" \"Specialty Coffee Association\" San Francisco coffee roasters ratings reviews Sextant  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Andytown                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. Query: San Francisco coffee roasters expert reviews Coffee Review magazine specialty coffee ratings Blue     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bottle Ritual Four Barrel                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. Query: Sightglass Coffee Four Barrel Coffee Ritual Coffee San Francisco sourcing roasting methods direct     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> trade specialty coffee quality reviews                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 5. Query: \"Saint Frank Coffee\" \"Paper Son Coffee\" \"Andytown Coffee\" San Francisco coffee quality barista        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> training sourcing roasting awards 2024 2025                                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. Searched for \"best coffee shops San Francisco coffee quality expert reviews specialty coffee 2024\" to        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> identify top coffee shops and expert reviews.                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. Searched for \"Saint Frank Coffee Sextant Coffee Andytown Coffee San Francisco specialty coffee association   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> awards certifications coffee quality ratings\" to find certifications, awards, and ratings.                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. Searched for \"Coffee Review San Francisco coffee shops ratings scores specialty coffee association awards    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Blue Bottle Sightglass\" for professional ratings and awards.                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. Searched for \"Blue Bottle Coffee Sightglass Coffee Ritual Coffee San Francisco coffee quality reviews        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ratings specialty coffee certifications\" for reviews and certifications.                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 5. Searched for \"San Francisco coffee shops Google Reviews ratings coffee quality customer feedback Four Barrel <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee Ritual Coffee Blue Bottle Sightglass reviews\" for customer feedback and ratings.                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 6. Searched for \"Four Barrel Coffee Ritual Coffee Roasters Blue Bottle Coffee San Francisco coffee quality      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> reviews ratings customer feedback specialty coffee\" for more customer feedback and quality reviews.             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ---                                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Fully Comprehensive Findings**                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Best Coffee Roaster Near San Francisco, California: Graffeo Coffee Roasting Company. 4.7 (196 reviews);       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Andytown Coffee Roasters. 4.5 (1.1k reviews) [1].                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **San Francisco Chronicle's 2025 guide highlights the vibrant and diverse coffee scene in the San Francisco Bay <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Area, emphasizing its historic and cultural significance. The article, authored by Cesar Hernandez, showcases   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 27 top coffee shops across cities including San Francisco, Oakland, San Jose, Napa, Burlingame, and Walnut      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Creek. It notes the rise of coffee popups evolving into full cafes, the introduction of the Bay Area's first    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee omakase, and the influence of global flavors such as Yemeni, Indonesian, Latino, and Asian on local      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee offerings. Specialty drinks like espresso tonics, co-fermented coffees, and unique blends are featured.  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Each coffee shop is described with details on location, ambiance, signature drinks, seating options, and        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> operational hours. Notable establishments include 1 oz Coffee, Academic Coffee, Ain’t Normal Cafe, Backhaus,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The Caffè, The Coffee Movement, Komakase, and Saint Frank, among others. The guide also provides links to       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> related lists for best restaurants, outdoor dining, and desserts in the Bay Area. Overall, it presents the Bay  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Area as a premier destination for coffee enthusiasts seeking innovative and culturally rich coffee experiences. <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Behind gold, sourdough bread and oxygen, I’d argue that coffee is the Bay Area’s greatest fuel. Coffee popups   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> are a major area of change, bringing youthful vigor, fresh perspectives and new formats — like the Bay Area’s   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> first coffee omakase. Cultural influences play a central role for new shops, bringing unprecedented diversity   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to the cup, including Yemeni, Indonesian, Latino and Asian flavors. Now is the greatest time to drink coffee in <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the Bay Area. So set forth, reader; it might just taste like watermelon, with notes of transcendence. Komakase, <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the popup behind the Bay Area’s first coffee omakase, offers five or six pours of rare coffees prepared as mini <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> pour overs, espresso and mocktails for $55-$65. [1]                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Eater SF presents a curated list of the absolute best coffee shops in San Francisco as of 2025, highlighting  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the city’s rich cultural coffee history and innovative coffee scene. San Francisco is noted as a global coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> culture summit, being the birthplace of significant coffee industry changes such as the “waves of coffee”       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> terminology introduced by Trish Rothgeb (Wrecking Ball Coffee), and the West Coast introduction of Yemeni       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee by Port of Mokha and Delah Coffee House. The city also claims historic ties to the Irish Coffee and      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Italian espresso cultures and coffee packaging innovations.                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Eater SF presents a curated list of the absolute best coffee shops in San Francisco as of 2025, authored by   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Paolo Bicchieri, associate editor for Northern California and the Pacific Northwest at Eater. San Francisco is  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highlighted as a historic and influential city in coffee culture, being the birthplace of Wrecking Ball Coffee  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and the term \"waves of coffee,\" as well as introducing Yemeni coffee to the West Coast through establishments   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> like Port of Mokha and Delah Coffee House. The city is also noted for the invention of vacuum-sealed coffee and <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the origin of Irish Coffee. The article updates its list by removing Coffee Movement on Balboa Street, Poorboy  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, and Flywheel Coffee, while adding Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji. The     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> featured coffee shops include Saint Frank Coffee, known for its minimal aesthetic and Bolivian coffees; Outset  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, notable for its innovative fruit coffee drinks; Scullery, serving specialty East Bay coffee and toast;  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Sextant Coffee Roasters, which works directly with growers and offers affordable high-end beans; Telescope      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, offering unique seasonal drinks; Abanico Coffee Roasters, bringing Salvadoran coffee traditions; SPRO,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> known for inventive drinks like the Cold Fashioned; Grand Coffee, with two locations and a focus on Chemex      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> brewing; Hey Neighbor Cafe, a Bayview spot with a loyal following and local beans; Excelsior Coffee, a Black    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and brown-owned specialty shop; Andytown Coffee Roasters, a west side favorite with Guatemalan espresso; Hi     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> NRG, a pop-up with Hong Kong-inspired lattes; Paper Son, merging Asian American heritage with espresso craft;   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Shoji, a multifaceted SoMa venue with award-winning coffee; Caffe Trieste, a historic North Beach institution;  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and The Coffee Movement at Side A, combining coffee and soft serve in the Mission District. The article also    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> references additional maps and guides for dining in San Francisco and nearby areas, emphasizing the city's      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> vibrant and diverse coffee scene. The author emphasizes that a good coffee shop should offer well-sourced       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> beans, lively conversation, and a respite from the world. \"San Francisco is and has been for many the world     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> over the summit of coffee culture.\" \"It’s the birthplace of Wrecking Ball Coffee, where Trish Rothgeb           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> introduced the 'waves of coffee' terminology and changed the industry forever.\" \"These 16 coffee shops keep the <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> torch burning, making those great ascents into the future.\" \"A good coffee shop should offer well-sourced       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> beans, lively conversation, and a respite from the world.\" \"The Coffee Movement has its triumphant summit-like  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> original cafe and the newer Balboa Street location for the cyclists and west side stans.\" [2]                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - The list features 16 coffee shops, with recent changes including the removal of Coffee Movement on Balboa     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Street, Poorboy Coffee, and Flywheel Coffee, and additions like Caffe Trieste, the Coffee Movement at Side A,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and Cafe Shoji.                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **The Infatuation provides a comprehensive guide to the best coffee shops in San Francisco, highlighting a      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> variety of notable cafes across different neighborhoods. It emphasizes that while coffee is abundant in the     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> city, these selected spots offer exceptional quality and unique experiences, ranging from social atmospheres to <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> quiet work-friendly environments. Featured coffee shops include The Coffee Movement in Richmond and Nob Hill,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> known for seasonal lattes and friendly baristas; Compton’s Coffee House in Lower Pacific Heights with velvety   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> espresso and housemade syrups; Saint Frank in Russian Hill with minimalist design and housemade almond          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> macadamia milk; Andytown near Ocean Beach offering strong espresso and a cozy vibe; Pinhole Coffee in Bernal    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Heights with bright decor and smooth flat whites; Excelsior Coffee, a family-run spot with ube brownies and     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> local events; Hi Nrg, a pop-up in a wine bar with pour-over and live DJ sets; Paper Son in SoMa with            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Asian-inspired coffee drinks and pastries; Nirvana Soul Coffee in SoMa serving creative espresso and tea        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> drinks; Golden Goat Coffee, a hidden SoMa spot with inventive seasonal drinks; Kopiku Indonesian Coffee in      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Marina specializing in Indonesian coffee and snacks; Third Wheel in NoPa, a takeout-only shop with housemade    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> syrups; CoffeeShop in Bernal Heights, known for coffee ice cubes and pastries; Shoji, a Japanese café in SoMa   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with matcha drinks and a lounge atmosphere; Snowbird Coffee in Sunset offering strong espresso in a cave-like   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> space; Delah Coffee in SoMa, a late-night Yemeni coffee spot with free wifi; Caffe Trieste in North Beach, a    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> historic espresso bar open late; Home Coffee Roasters in Chinatown with creative espresso drinks; Simple        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Pleasures Cafe in Richmond, a neighborhood gathering spot; and Grand Coffee in Mission, a small roaster with    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> communal energy. The guide also includes links to related articles and contributor bios, providing a            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> well-rounded resource for coffee enthusiasts in San Francisco. At The Coffee Movement, your baristas are a team <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> of extroverts who are hell-bent on asking you about your plans for the day. The minimalist cafe, with its shiny <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> white counter and light wood accents, looks straight out of a Scandi design magazine. Andytown’s Great Highway  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> outpost hit the jackpot in the beachside real estate market. Pinhole Coffee is a bright spot in Bernal          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Heights—literally. Kopiku is the only coffee shop in SF specializing in Indonesian coffee. Shoji draws Academy  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> of Art students and nearby office workers looking to trade in fluorescent lights and laptops for a dark         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> lounge-like dining room with a gigantic back-lit mural. [3]                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Highlighted shops include:                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Saint Frank Coffee: Known for tea-like Bolivian coffee and minimal aesthetic; expanded with new locations   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Juniper and a SoMa venue.                                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Outset Coffee: Offers innovative fruit coffee blends, such as an Ethiopian coffee Americano with orange     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> juice and jasmine green tea.                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Scullery: A small cafe in the Tenderloin serving specialty Mother Tongue Coffee and high-quality toast.     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Sextant Coffee Roasters: Black-owned, sourcing beans directly from growers in Ethiopia, Kenya, and          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Colombia, with pastries from Firebrand Artisan Breads; considered a model of fourth wave coffee.                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Telescope Coffee: SoMa shop known for unique drinks including seasonal honeycomb lattes and a signature     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> strawberry milk served in a strawberry-shaped glass.                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Abanico Coffee Roasters: Mission District shop owned by Ana Valle, originally from El Salvador, brewing     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specialty drinks inspired by Central American coffee traditions.                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - SPRO: Playful coffee drinks including the Cold Fashioned, combining cold brew with orange bitters and gum   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> syrup; three city locations.                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Grand Coffee: Over 11 years old with two locations; a vibrant spot serving high-quality coffee including    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Chemex brews.                                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Hey Neighbor Cafe: Bayview shop opened in 2021, recognized for quality toast and using beans from Captain + <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Stoker.                                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Excelsior Coffee: Black and brown-owned shop in the Excelsior neighborhood known for its chai and specialty <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee roasts.                                                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Andytown Coffee Roasters: Beloved west side shop reopened with a fresh look and strong Guatemalan espresso  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> shots.                                                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Hi NRG: A Hong Kong-inspired pop-up known for inventive drinks and lively atmosphere.                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Paper Son: Merges Asian American heritage with skilled espresso and pour-over techniques, newest location   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> opened downtown via the Vacant to Vibrant program.                                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Shoji: SoMa-based cafe with award-winning MAME coffee and a popular spot for matcha-based drinks and        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Japanese cuisine.                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - Caffe Trieste: Historic North Beach café famous for dark, sweet coffee and as a cultural landmark linked    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with filmmaker Francis Ford Coppola.                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>   - The Coffee Movement at Side A: Collaboration providing coffee, soft serve, and doughnuts, promoting a       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> unique café experience discouraging phone use.                                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Saint Frank Coffee is a specialty coffee company based in San Francisco, California, offering a variety of    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee products including single origin, blends, and instant coffee, as well as merchandise, brew gear, and     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> gift collections. The company emphasizes relational sourcing and has a commitment to social impact, partnering  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with the nonprofit Lift Up to support charitable donations, including a project called Coffee Camp benefiting   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 12,000 children in Burundi. Customers can subscribe to receive fresh coffee and news, with a promotion offering <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> a free subscription bag upon sign-up. Saint Frank Coffee also provides wholesale options and maintains a blog   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and multiple locations. Contact information includes an email (info@saintfrankcoffee.com), phone number ((415)  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 881-8062), and a physical address at 1604 17th Street, San Francisco, CA 94107. Want a free bag of coffee? Sign <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> up and we’ll send you fresh news and perspectives and your first subscription bag free. We have partnered with  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> a 501c3 nonprofit, Lift Up, so that charitable donations receive tax credit receipts. Make a donation to coffee <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> camp - If you, someone you know, or an organization you know would be open to making a charitable contribution  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> we want to hear from you. Saint Frank Coffee offers Single Origin, Blends, and Instant coffee along with        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> merchandise and brew gear. Contact Us: info@saintfrankcoffee.com, (415) 881-8062, 1604 17th Street, San         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco, CA 94107. [4]                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - San Francisco is and has been for many the world over the summit of coffee culture. It’s the birthplace of    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Wrecking Ball Coffee, where Trish Rothgeb introduced the “waves of coffee” terminology and changed the industry <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> forever. These 16 coffee shops keep the torch burning, making those great ascents into the future. Paolo        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bicchieri thinks a good coffee shop should offer well-sourced beans, lively conversation, and a respite from    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> the world. Outset on Valencia and New Montgomery streets takes the fruit coffee form to the next level with a   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> delicate, multi-textural drink unlike anything else in the city. Sextant founder Kinani Ahmed works directly    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with Ethiopian, Kenyan, and Colombian growers, producing communities owning the means of production [2].        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Saint Frank Coffee is a coffee and tea shop located at 120 Folsom St, San Francisco, CA 94105, in the         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Financial District and SoMa neighborhoods. It is a claimed business with a 4.3-star rating based on 104 reviews <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> as of September 2025. The shop operates daily from 7:00 AM to 6:00 PM, with an upcoming special hour on         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> September 22, 2025, closing at 5:00 PM. Amenities include an ADA-compliant main entrance, no steps or stairs,   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> suitability for working, and free Wi-Fi. Popular drinks featured include the Orange Cream Latte, Pine Latte,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Matcha Latte, Kaffe Tonic, Cortado, and Hot Latte. The venue offers a cozy atmosphere with both indoor and      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> outdoor seating, supported by numerous photos showcasing the ambiance and menu items. Saint Frank Coffee is     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> frequently searched for in relation to coffee, breakfast, bakery items, matcha lattes, work cafes, and pastries <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> in San Francisco. The business website is saintfrankcoffee.com, and the contact phone number is (415) 881-8062. <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Saint Frank Coffee has a 4.3-star rating based on 104 reviews. Operating hours are 7:00 AM to 6:00 PM daily.    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Amenities include ADA-compliant entrance and free Wi-Fi. Popular drinks include Orange Cream Latte, Pine Latte, <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Matcha Latte, and Kaffe Tonic. Located at 120 Folsom St, San Francisco, CA 94105. [5]                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup (read: you <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> can always find one of…) [3].                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **The webpage provides an extensive guide to the top specialty coffee roasters in California, highlighting the  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> state's prominence in the third wave coffee movement. It covers key regions including Los Angeles, San          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco &amp; Bay Area, and San Diego, detailing notable roasters such as Blue Bottle Coffee, Verve Coffee        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasters, Ritual Coffee Roasters, Sightglass Coffee, Bird Rock Coffee Roasters, and others. The guide           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> emphasizes the importance of quality, ethical sourcing, and innovation, noting that California roasters         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> dominate national rankings with 12 of the top 25 highest-rated coffees in 2024. It explains what makes a        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> roaster 'specialty,' focusing on responsible sourcing, single-origin beans, experimental roast profiles, and    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sustainability efforts like eco-friendly packaging and carbon-neutral roasting. The article also discusses      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> California's coffee culture, including events like the San Francisco Coffee Festival and the rise of coffee     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> tastings and roastery tours. Practical tips for buying specialty coffee beans are provided, covering roast      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> levels, single-origin versus blends, and purchasing options including subscriptions, which have grown 27%       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> year-over-year in California. The piece concludes by framing California's specialty coffee scene as a blend of  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ethics, culture, and community, with roasters supporting global farmers and fostering local creativity. The     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> author, Kara Chavez, is a passionate coffee professional dedicated to crafting excellent coffee experiences.    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> \"Good coffee is like good wine—it tells the story of the land, the farmer, and the roaster who brought it to    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> life.\" \"When you drink a cup of coffee from an ethical roaster, you’re not just fueling your day—you’re fueling <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> an entire ecosystem of people, land, and culture.\" \"The best pitch decks in Silicon Beach are written over a    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Verve cappuccino.\" \"California specialty roasters dominate national rankings, with 12 of the top 25             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> highest-rated coffees originating from the state.\" \"California roasters reduced average packaging waste by 30%  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> compared to national averages, proving the state’s leadership in green innovation.\" [6]                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sextant Coffee Roasters is a specialty coffee company based in San Francisco, with multiple store locations   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> at 1415 Folsom Street, 539 Valencia Street, and 201 3rd Street. They offer top-grade, freshly roasted coffee    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> beans sourced from renowned farms, including a partner farm in Ethiopia, known for washed coffee processing.    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Their product line includes various featured coffee collections such as Maiden Voyage Espresso, Black Lion,     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Dancing Goat, Kochere, and Ogsadey's Horse, showcasing diverse flavor profiles from Ethiopian and Colombian     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffees. Alongside coffee, Sextant sells brewing equipment (e.g., French presses, Hario filters, Chemex,        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> AeroPress) and branded merchandise like t-shirts. The company invites customers to subscribe to their artisanal <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee collections and offers a wholesale partnership via an online form. Contact information includes a phone  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> number (415-355-1415) and email (info@sextantcoffee.com). Their website also features a newsletter signup for   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> exclusive updates and events. [6]                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Blue Bottle Coffee offers a variety of coffee products and accessories, including their latest collaboration  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with Nespresso called Blend No. 2, which celebrates the craft and ritual of espresso. They provide ethically    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sourced, small-batch roasted coffee with options for customized subscriptions. Featured products include the    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Nespresso Blue Bottle Coffee Blend No. 2 Vertuo Capsules priced at $20, Modern Craft Glass mugs at $25, and the <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Tokyo Kissa dark roast blend with notes of bittersweet cocoa, nutmeg, and molasses at $25. Other popular items  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> are the Blue Bottle Coffee Dripper in limited-edition Studio Grey ($32), Essentialist Mug handcrafted in Japan  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ($25), and various travel mugs and tea sets. Select drinkware items are currently 15% off. Blue Bottle also     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> offers Craft Instant Coffees designed for quick, high-quality lattes, and a subscription service that delivers  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> freshly roasted, curated coffee with free shipping and flexible options. Additionally, they provide brew guides <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> for pour-over coffee and Craft Instant Coffees, and have multiple café locations accessible via their cafe      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> locator. Our Latest Collaboration with Nespresso Celebrates and Evolves the Craft, Ritual, and Enduring Magic   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> of Espresso, Crafted by curiosity, Sink into notes of bittersweet cocoa, nutmeg, and molasses in this unique    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> blend that transcends contemporary dark roasts in flavor and complexity, Years in the Making but Ready in       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Seconds, Our Craft Instant Coffees Are Ready-Made for a Busy New Season, Experience the world’s most beautiful  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffees through a Blue Bottle Coffee Subscription. [7]                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sextant Coffee Roasters, San Francisco : See 4 unbiased reviews of Sextant Coffee Roasters, rated 4.5 of 5 on <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Tripadvisor and ranked #2032 of 3345 [4].                                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Four Barrel Coffee (2235 reviews). Sightglass Coffee (2161 reviews). Ritual Coffee Roasters (1983 reviews).   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Blue Bottle Coffee - Hayes Valley Kiosk (1759 reviews).** [8]                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Coffee Review is a leading online guide dedicated to coffee, providing detailed reviews and ratings of        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffees and espressos from various roasters, with a focus on those roasted in the greater San Francisco area.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> The site features 260 reviews listed in reverse chronological order, highlighting tasting notes such as aroma,  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> cup profile, acidity, mouthfeel, and finish for each coffee. Examples include Equator Coffees’ Decaf Shakeout   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Blend noted for its sweet nutty and chocolaty character, Sightglass Coffee’s Owl’s Howl Espresso Blend praised  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> for its crisply chocolaty and sweet-tart finish, and Peet's Coffee &amp; Tea’s Sumatra recognized for its rich      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> earthy sweetness. The website also promotes several top-rated coffee roasters through prominent advertisements  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and provides services such as advertising opportunities and coffee review submissions. Coffee Review’s detailed <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> tasting notes capture flavors ranging from chocolate, nuts, citrus, spices, and floral tones, supporting        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> consumers in discovering high-quality, expertly evaluated coffee products [7]. Sweetly nut-toned, chocolaty.    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Cocoa powder, roasted almond, pink grapefruit, caramel, nutmeg in aroma and cup; Evaluated as espresso. Crisply <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> chocolaty, sweet and nutty. Baking chocolate, kumquat, cashew, orange zest, fresh oak in aroma and cup;         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Rich-toned, earthy-sweet. Fresh humus, cocoa powder, gently scorched sandalwood, gardenia, graphite in aroma    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and cup; Rich-toned, complex, bittersweet. Dark chocolate, sweet tobacco, dried fig, nutmeg, molasses in aroma  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> and cup.                                                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Top 10 Best Ritual Coffee Roasters in Hayes Valley, San Francisco , CA - Last Updated July 2025 - Yelp -      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Ritual Coffee Roasters , Four Barrel Coffee , Blue Bottle Coffee - Hayes Valley Kiosk, Mercury Cafe, Verve      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee Roasters , Sightglass Coffee , The Mill** [9]                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Four Barrel Coffee (2228 reviews). Sightglass Coffee (2143 reviews). Ritual Coffee Roasters (1980 reviews).   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Blue Bottle Coffee - Hayes Valley Kiosk (1759...) [9].                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Top 10 Best Best Coffee Beans in San Francisco , CA - Last Updated August 2025 - Yelp - Graffeo Coffee        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Roasting Company, Andytown Coffee Roasters , Sightglass Coffee , Golden Bear Trading Company, Blue Bottle       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee - Hayes Valley Kiosk, Ritual Coffee Roasters , Castro Coffee Company, Four Barrel** [10]                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Sightglass Coffee is a specialty coffee retailer offering organic and sustainably sourced coffee products,    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> including best sellers like Organic Owl's Howl, Blueboon, Toketee, and seasonal varieties such as Autumnal      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Equinox. They provide various coffee categories including single origin, espresso, blends, instant, and decaf.  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Promotions include 15% off when bundling three bags and free shipping on all 2lb bags. Customers can subscribe  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> for coffee delivery, receive 10% off first orders, and shop goods like mugs and tote bags. Sightglass Coffee    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> operates daily retail locations in San Francisco across SOMA, Mission, and Divisadero districts, and in         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Hollywood, Los Angeles, offering both in-store and to-go orders. The brand emphasizes quality through their     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> roasting, sourcing, and sustainability practices and highlights their presence in reputable publications such   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> as Bon Appétit, Chowhound, CNN Underscored, and The New York Times Wirecutter. Bundle 3 Bags and Get 15% Off.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Free Shipping on all 2lb bags. Autumnal Equinox is back for a well-balanced cup to settle your ritual into the  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> new season. A single origin coffee is a record of a particular time and place. Crafted to display complex,      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> balanced flavors with clarity and rich textures. Carefully sourced coffees, naturally decaffeinated with        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> exceptional flavor and quality. Join us daily in San Francisco or Los Angeles. Subscribers receive first access <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> to special offers and limited releases [10].                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Top 10 Best Blue Bottle Coffee in San Francisco , CA - October 2024 - Yelp - Blue Bottle Coffee - Linden      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Street, Blue Bottle Coffee , Blue Bottle Coffee - Pacific Heights, Blue Bottle Coffee - Central Tower, Blue     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Bottle Coffee - Mission Bay, Four Barrel Coffee , Sightglass Coffee , Ritual Coffee Roasters , The Buena Vista, <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Philz Coffee Jan 20, 2015 · 1) Four Barrel Coffee 2) Linea Caffe 3) Ritual Coffee Roasters 4) Sightglass Coffee <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 5) Blue Bottle Coffee Four Barrel Coffee Start at Four Barrel Coffee located at 375 Valencia Street between     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 15th Street and 14th Street. A beautiful wrought iron parklet also functioning as bike parking stands in front, <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> so you know when you’ve arrived. Ritual Coffee Roasters is a growing chain of artisanal coffeehouses with six   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> locations in San Francisco and Napa Valley. They prioritize building relationships with coffee growers and      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> roast their beans on-site, offering a unique experience for coffee enthusiasts. The cafes are known for their   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> art-filled settings, with one location quickly becoming a neighborhood staple. At Ritual, the baristas ...      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Founded in 2005, Ritual Roasters is considered part of the \"third wave of coffee \" independent companies which  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> both roast their own beans, wholesale, and operate cafes. Their peers include Blue Bottle Coffee Company and    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Four Barrel Coffee , among others. In March 2017, Somatik partnered with Ritual Coffee to make $12              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> marijuana-infused cold brew. Dec 23, 2023 · San Francisco is home to a number of world-renowned coffee          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> roasters, including Blue Bottle Coffee , Ritual Coffee Roasters , and Sightglass Coffee . San Francisco is also <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> home to a number of popular coffee shops, such as Philz Coffee , Four Barrel Coffee , and Saint Frank Coffee .  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [11]                                                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Andytown Coffee Roasters – Downtown, Mission, Outer Richmond, Outer Sunset + SoMa ↓ Must Order Drinks: Snowy  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Plover (Original Bird) [12].                                                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - San Francisco ’s Best Coffee Shops | Eater SF: The webpage highlights the absolute best coffee shops in San   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Francisco as of 2025, emphasizing the city's rich coffee culture that includes pioneering influences like       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Wrecking Ball Coffee and the introduction of Yemeni coffee on the West Coast. It details changes in notable     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> coffee venues, mentioning that Coffee Movement on Balboa Street, Poorboy Coffee, and Flywheel Coffee were       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> removed from the list, while Caffe Trieste, Coffee Movement at Side A, and Cafe Shoji were added. The guide     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> profiles 16 top coffee shops, each praised for unique offerings and contributions to the city's coffee scene.   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Key featured cafes include Saint Frank Coffee, known for its Bolivian teas and minimalist aesthetic; Outset     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Coffee, recognized for innovative fruit coffee blends; and Sextant Coffee Roasters, which focuses on direct     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> relationships with Ethiopian, Kenyan, and Colombian growers. Additional notable places include Telescope Coffee <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> with its seasonal lattes, Abanico Coffee Roasters bringing Latin American coffee traditions, SPRO for inventive <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> drinks, and historic Caffe Trieste noted for its cultural legacy. The Coffee Movement at Side A merges          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> specialty coffee with soft serve and doughnuts, providing a unique café experience. The piece concludes with    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> author credits and links to related dining guides in San Francisco. San Francisco is and has been for many the  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> world over the summit of coffee culture. These 16 coffee shops keep the torch burning, making those great       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ascents into the future. Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> restaurants. Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> green tea, and orange syrup. Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and Colombian  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> growers, making high-end but affordable beans to-go [13].                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> ---                                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **List of All Relevant Sources (with citations in the report)**                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [1] Best Coffee Roaster San Francisco, CA - Last Updated August 2025 - Yelp:                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&amp;find_loc=San+Francisco%2C+CA                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [1] The Best Coffee in the Bay Area - San Francisco Chronicle:                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.sfchronicle.com/projects/2024/best-coffee-san-francisco-bay-area/                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [2] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [3] Recently moved to San Francisco, looking for good coffee place ... - Reddit:                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [4] Sextant Coffee Roasters - San Francisco Restaurants - Tripadvisor:                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.tripadvisor.com/Restaurant_Review-g60713-d15122404-Reviews-Sextant_Coffee_Roasters-San_Francisco_Ca <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> lifornia.html                                                                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [5] SEXTANT COFFEE ROASTERS - Updated August 2025 - Yelp:                                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/biz/sextant-coffee-roasters-san-francisco                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [6] Sextant Coffee Roasters - Best Speciality Coffee in San ...:                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://sextantcoffee.com/?srsltid=AfmBOor5HMUq7Ou7XCwlSdVtZdhrU6Z0-Mr052Yunq0owT2VAvA9m2vd                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [7] San Francisco Coffee Ratings and Reviews - Coffee Review:                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.coffeereview.com/best-coffee-cities/san-francisco/                                                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [8] Blue Bottle Coffee | Fresh Roasted Specialty Coffee:                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://bluebottlecoffee.com/?srsltid=AfmBOordS_-ygbQq5WKaZsn7h8r_xKqWXtKq30zLayttsMysBNse0cEA                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [9] Blue Bottle Coffe San Francisco, CA - Last Updated August 2025 - Yelp:                                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [3] The Best Coffee Shops In SF - San Francisco - The Infatuation:                                              <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.theinfatuation.com/san-francisco/guides/best-coffee-shops-san-francisco                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [4] Saint Frank Coffee - San Francisco: https://www.saintfrankcoffee.com/                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [5] SAINT FRANK COFFEE - Updated October 2025 - Yelp:                                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/biz/saint-frank-coffee-san-francisco-5                                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [6] Top Specialty Coffee Roasters in California - Mountain Lyon Cafe:                                           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://mtnlyoncafe.com/blog/top-specialty-coffee-roasters-in-california/                                       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [7] Blue Bottle Coffee | Fresh Roasted Specialty Coffee:                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://bluebottlecoffee.com/us/eng?srsltid=AfmBOoowa1P7XBBxV4HJ-nfuDl_Ck3bLDCbc18YgBwAlTrhsQNA7QLT-            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [8] Blue Bottle Coffe San Francisco, CA - Last Updated October 2025:                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/search?find_desc=Blue+Bottle+Coffe&amp;find_loc=San+Francisco%2C+CA                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [10] Sightglass Coffee:                                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://sightglasscoffee.com/?srsltid=AfmBOop1VARlyNB5tmvFKhGVfTUQjJZ3yq2OocJ9hYxnTy-7cy909KJq                  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [11] SIGHTGLASS COFFEE - Updated August 2025 - Yelp: https://www.yelp.com/biz/sightglass-coffee-san-francisco-7 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [12] San Francisco Coffee Worth Seeking - Food GPS: https://foodgps.com/san-francisco-coffee-worth-seeking/     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [13] San Francisco’s Best Coffee Shops | Eater SF: https://sf.eater.com/maps/best-coffee-shops-san-francisco    <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [9] Yelp Ritual Coffee Roasters Hayes Valley, San Francisco, CA - Last Updated ...:                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/search?find_desc=ritual+coffee+roasters&amp;find_loc=Hayes+Valley,+San+Francisco,+CA           <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [10] Yelp Best Coffee Beans San Francisco, CA - Last Updated September 2025 - Yelp:                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/search?find_desc=Best+Coffee+Beans&amp;amp;find_loc=Phoenix,+AZ                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> [11] blue bottle coffee San Francisco, CA - Yelp Self Guided San Francisco Coffee Tour - Avital Experiences     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Ritual Coffee Roasters, San Francisco, CA - Reviews, Ratings ... Ritual Coffee Roasters in San Francisco,       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> United States Best Coffee Roasters in San Francisco: Top 5 You Must Experience:                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> https://www.yelp.com/search?find_desc=blue+bottle+coffee&amp;find_loc=San+Francisco,+CA                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
        "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
@@ -1025,174 +1073,215 @@
        "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
        "\u001b[33m│\u001b[0m **List of Queries and Tool Calls Made**                                                                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 1. Query: best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters expert reviews     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 2. Query: \"Coffee Review\" \"Specialty Coffee Association\" San Francisco coffee roasters ratings reviews Sextant  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Saint Frank Andytown                                                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 3. Query: San Francisco coffee roasters expert reviews Coffee Review magazine specialty coffee ratings Blue     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Bottle Ritual Four Barrel                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 4. Query: Sightglass Coffee Four Barrel Coffee Ritual Coffee San Francisco sourcing roasting methods direct     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m trade specialty coffee quality reviews                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m 5. Query: \"Saint Frank Coffee\" \"Paper Son Coffee\" \"Andytown Coffee\" San Francisco coffee quality barista        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m training sourcing roasting awards 2024 2025                                                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. Searched for \"best coffee shops San Francisco coffee quality expert reviews specialty coffee 2024\" to        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m identify top coffee shops and expert reviews.                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. Searched for \"Saint Frank Coffee Sextant Coffee Andytown Coffee San Francisco specialty coffee association   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m awards certifications coffee quality ratings\" to find certifications, awards, and ratings.                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. Searched for \"Coffee Review San Francisco coffee shops ratings scores specialty coffee association awards    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Blue Bottle Sightglass\" for professional ratings and awards.                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 4. Searched for \"Blue Bottle Coffee Sightglass Coffee Ritual Coffee San Francisco coffee quality reviews        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ratings specialty coffee certifications\" for reviews and certifications.                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 5. Searched for \"San Francisco coffee shops Google Reviews ratings coffee quality customer feedback Four Barrel \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee Ritual Coffee Blue Bottle Sightglass reviews\" for customer feedback and ratings.                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 6. Searched for \"Four Barrel Coffee Ritual Coffee Roasters Blue Bottle Coffee San Francisco coffee quality      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m reviews ratings customer feedback specialty coffee\" for more customer feedback and quality reviews.             \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m ---                                                                                                             \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m **Fully Comprehensive Findings**                                                                                \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Best Coffee Roaster Near San Francisco, California: Graffeo Coffee Roasting Company. 4.7 (196 reviews);       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Andytown Coffee Roasters. 4.5 (1.1k reviews) [1].                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Eater SF presents a curated list of the absolute best coffee shops in San Francisco as of 2025, highlighting  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m the city’s rich cultural coffee history and innovative coffee scene. San Francisco is noted as a global coffee  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m culture summit, being the birthplace of significant coffee industry changes such as the “waves of coffee”       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m terminology introduced by Trish Rothgeb (Wrecking Ball Coffee), and the West Coast introduction of Yemeni       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee by Port of Mokha and Delah Coffee House. The city also claims historic ties to the Irish Coffee and      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Italian espresso cultures and coffee packaging innovations.                                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **San Francisco Chronicle's 2025 guide highlights the vibrant and diverse coffee scene in the San Francisco Bay \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Area, emphasizing its historic and cultural significance. The article, authored by Cesar Hernandez, showcases   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 27 top coffee shops across cities including San Francisco, Oakland, San Jose, Napa, Burlingame, and Walnut      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Creek. It notes the rise of coffee popups evolving into full cafes, the introduction of the Bay Area's first    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee omakase, and the influence of global flavors such as Yemeni, Indonesian, Latino, and Asian on local      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee offerings. Specialty drinks like espresso tonics, co-fermented coffees, and unique blends are featured.  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Each coffee shop is described with details on location, ambiance, signature drinks, seating options, and        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m operational hours. Notable establishments include 1 oz Coffee, Academic Coffee, Ain’t Normal Cafe, Backhaus,    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The Caffè, The Coffee Movement, Komakase, and Saint Frank, among others. The guide also provides links to       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m related lists for best restaurants, outdoor dining, and desserts in the Bay Area. Overall, it presents the Bay  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Area as a premier destination for coffee enthusiasts seeking innovative and culturally rich coffee experiences. \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Behind gold, sourdough bread and oxygen, I’d argue that coffee is the Bay Area’s greatest fuel. Coffee popups   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m are a major area of change, bringing youthful vigor, fresh perspectives and new formats — like the Bay Area’s   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m first coffee omakase. Cultural influences play a central role for new shops, bringing unprecedented diversity   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m to the cup, including Yemeni, Indonesian, Latino and Asian flavors. Now is the greatest time to drink coffee in \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the Bay Area. So set forth, reader; it might just taste like watermelon, with notes of transcendence. Komakase, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the popup behind the Bay Area’s first coffee omakase, offers five or six pours of rare coffees prepared as mini \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m pour overs, espresso and mocktails for $55-$65. [1]                                                             \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - The list features 16 coffee shops, with recent changes including the removal of Coffee Movement on Balboa     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Street, Poorboy Coffee, and Flywheel Coffee, and additions like Caffe Trieste, the Coffee Movement at Side A,   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and Cafe Shoji.                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Eater SF presents a curated list of the absolute best coffee shops in San Francisco as of 2025, authored by   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Paolo Bicchieri, associate editor for Northern California and the Pacific Northwest at Eater. San Francisco is  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m highlighted as a historic and influential city in coffee culture, being the birthplace of Wrecking Ball Coffee  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and the term \"waves of coffee,\" as well as introducing Yemeni coffee to the West Coast through establishments   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m like Port of Mokha and Delah Coffee House. The city is also noted for the invention of vacuum-sealed coffee and \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m the origin of Irish Coffee. The article updates its list by removing Coffee Movement on Balboa Street, Poorboy  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, and Flywheel Coffee, while adding Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji. The     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m featured coffee shops include Saint Frank Coffee, known for its minimal aesthetic and Bolivian coffees; Outset  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, notable for its innovative fruit coffee drinks; Scullery, serving specialty East Bay coffee and toast;  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Sextant Coffee Roasters, which works directly with growers and offers affordable high-end beans; Telescope      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee, offering unique seasonal drinks; Abanico Coffee Roasters, bringing Salvadoran coffee traditions; SPRO,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m known for inventive drinks like the Cold Fashioned; Grand Coffee, with two locations and a focus on Chemex      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m brewing; Hey Neighbor Cafe, a Bayview spot with a loyal following and local beans; Excelsior Coffee, a Black    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and brown-owned specialty shop; Andytown Coffee Roasters, a west side favorite with Guatemalan espresso; Hi     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m NRG, a pop-up with Hong Kong-inspired lattes; Paper Son, merging Asian American heritage with espresso craft;   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Shoji, a multifaceted SoMa venue with award-winning coffee; Caffe Trieste, a historic North Beach institution;  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and The Coffee Movement at Side A, combining coffee and soft serve in the Mission District. The article also    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m references additional maps and guides for dining in San Francisco and nearby areas, emphasizing the city's      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m vibrant and diverse coffee scene. The author emphasizes that a good coffee shop should offer well-sourced       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m beans, lively conversation, and a respite from the world. \"San Francisco is and has been for many the world     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m over the summit of coffee culture.\" \"It’s the birthplace of Wrecking Ball Coffee, where Trish Rothgeb           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m introduced the 'waves of coffee' terminology and changed the industry forever.\" \"These 16 coffee shops keep the \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m torch burning, making those great ascents into the future.\" \"A good coffee shop should offer well-sourced       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m beans, lively conversation, and a respite from the world.\" \"The Coffee Movement has its triumphant summit-like  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m original cafe and the newer Balboa Street location for the cyclists and west side stans.\" [2]                   \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Highlighted shops include:                                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Saint Frank Coffee: Known for tea-like Bolivian coffee and minimal aesthetic; expanded with new locations   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Juniper and a SoMa venue.                                                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Outset Coffee: Offers innovative fruit coffee blends, such as an Ethiopian coffee Americano with orange     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m juice and jasmine green tea.                                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Scullery: A small cafe in the Tenderloin serving specialty Mother Tongue Coffee and high-quality toast.     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Sextant Coffee Roasters: Black-owned, sourcing beans directly from growers in Ethiopia, Kenya, and          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Colombia, with pastries from Firebrand Artisan Breads; considered a model of fourth wave coffee.                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Telescope Coffee: SoMa shop known for unique drinks including seasonal honeycomb lattes and a signature     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m strawberry milk served in a strawberry-shaped glass.                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Abanico Coffee Roasters: Mission District shop owned by Ana Valle, originally from El Salvador, brewing     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m specialty drinks inspired by Central American coffee traditions.                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - SPRO: Playful coffee drinks including the Cold Fashioned, combining cold brew with orange bitters and gum   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m syrup; three city locations.                                                                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Grand Coffee: Over 11 years old with two locations; a vibrant spot serving high-quality coffee including    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Chemex brews.                                                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Hey Neighbor Cafe: Bayview shop opened in 2021, recognized for quality toast and using beans from Captain + \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Stoker.                                                                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Excelsior Coffee: Black and brown-owned shop in the Excelsior neighborhood known for its chai and specialty \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee roasts.                                                                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Andytown Coffee Roasters: Beloved west side shop reopened with a fresh look and strong Guatemalan espresso  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m shots.                                                                                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Hi NRG: A Hong Kong-inspired pop-up known for inventive drinks and lively atmosphere.                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Paper Son: Merges Asian American heritage with skilled espresso and pour-over techniques, newest location   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m opened downtown via the Vacant to Vibrant program.                                                              \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Shoji: SoMa-based cafe with award-winning MAME coffee and a popular spot for matcha-based drinks and        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Japanese cuisine.                                                                                               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - Caffe Trieste: Historic North Beach café famous for dark, sweet coffee and as a cultural landmark linked    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m with filmmaker Francis Ford Coppola.                                                                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m   - The Coffee Movement at Side A: Collaboration providing coffee, soft serve, and doughnuts, promoting a       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m unique café experience discouraging phone use.                                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **The Infatuation provides a comprehensive guide to the best coffee shops in San Francisco, highlighting a      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m variety of notable cafes across different neighborhoods. It emphasizes that while coffee is abundant in the     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m city, these selected spots offer exceptional quality and unique experiences, ranging from social atmospheres to \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m quiet work-friendly environments. Featured coffee shops include The Coffee Movement in Richmond and Nob Hill,   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m known for seasonal lattes and friendly baristas; Compton’s Coffee House in Lower Pacific Heights with velvety   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m espresso and housemade syrups; Saint Frank in Russian Hill with minimalist design and housemade almond          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m macadamia milk; Andytown near Ocean Beach offering strong espresso and a cozy vibe; Pinhole Coffee in Bernal    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Heights with bright decor and smooth flat whites; Excelsior Coffee, a family-run spot with ube brownies and     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m local events; Hi Nrg, a pop-up in a wine bar with pour-over and live DJ sets; Paper Son in SoMa with            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Asian-inspired coffee drinks and pastries; Nirvana Soul Coffee in SoMa serving creative espresso and tea        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m drinks; Golden Goat Coffee, a hidden SoMa spot with inventive seasonal drinks; Kopiku Indonesian Coffee in      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Marina specializing in Indonesian coffee and snacks; Third Wheel in NoPa, a takeout-only shop with housemade    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m syrups; CoffeeShop in Bernal Heights, known for coffee ice cubes and pastries; Shoji, a Japanese café in SoMa   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m with matcha drinks and a lounge atmosphere; Snowbird Coffee in Sunset offering strong espresso in a cave-like   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m space; Delah Coffee in SoMa, a late-night Yemeni coffee spot with free wifi; Caffe Trieste in North Beach, a    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m historic espresso bar open late; Home Coffee Roasters in Chinatown with creative espresso drinks; Simple        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Pleasures Cafe in Richmond, a neighborhood gathering spot; and Grand Coffee in Mission, a small roaster with    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m communal energy. The guide also includes links to related articles and contributor bios, providing a            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m well-rounded resource for coffee enthusiasts in San Francisco. At The Coffee Movement, your baristas are a team \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m of extroverts who are hell-bent on asking you about your plans for the day. The minimalist cafe, with its shiny \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m white counter and light wood accents, looks straight out of a Scandi design magazine. Andytown’s Great Highway  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m outpost hit the jackpot in the beachside real estate market. Pinhole Coffee is a bright spot in Bernal          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Heights—literally. Kopiku is the only coffee shop in SF specializing in Indonesian coffee. Shoji draws Academy  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m of Art students and nearby office workers looking to trade in fluorescent lights and laptops for a dark         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m lounge-like dining room with a gigantic back-lit mural. [3]                                                     \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - San Francisco is and has been for many the world over the summit of coffee culture. It’s the birthplace of    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Wrecking Ball Coffee, where Trish Rothgeb introduced the “waves of coffee” terminology and changed the industry \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m forever. These 16 coffee shops keep the torch burning, making those great ascents into the future. Paolo        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Bicchieri thinks a good coffee shop should offer well-sourced beans, lively conversation, and a respite from    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m the world. Outset on Valencia and New Montgomery streets takes the fruit coffee form to the next level with a   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m delicate, multi-textural drink unlike anything else in the city. Sextant founder Kinani Ahmed works directly    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m with Ethiopian, Kenyan, and Colombian growers, producing communities owning the means of production [2].        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Saint Frank Coffee is a specialty coffee company based in San Francisco, California, offering a variety of    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee products including single origin, blends, and instant coffee, as well as merchandise, brew gear, and     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m gift collections. The company emphasizes relational sourcing and has a commitment to social impact, partnering  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m with the nonprofit Lift Up to support charitable donations, including a project called Coffee Camp benefiting   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 12,000 children in Burundi. Customers can subscribe to receive fresh coffee and news, with a promotion offering \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m a free subscription bag upon sign-up. Saint Frank Coffee also provides wholesale options and maintains a blog   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and multiple locations. Contact information includes an email (info@saintfrankcoffee.com), phone number ((415)  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 881-8062), and a physical address at 1604 17th Street, San Francisco, CA 94107. Want a free bag of coffee? Sign \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m up and we’ll send you fresh news and perspectives and your first subscription bag free. We have partnered with  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m a 501c3 nonprofit, Lift Up, so that charitable donations receive tax credit receipts. Make a donation to coffee \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m camp - If you, someone you know, or an organization you know would be open to making a charitable contribution  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m we want to hear from you. Saint Frank Coffee offers Single Origin, Blends, and Instant coffee along with        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m merchandise and brew gear. Contact Us: info@saintfrankcoffee.com, (415) 881-8062, 1604 17th Street, San         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Francisco, CA 94107. [4]                                                                                        \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup (read: you \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m can always find one of…) [3].                                                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Saint Frank Coffee is a coffee and tea shop located at 120 Folsom St, San Francisco, CA 94105, in the         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Financial District and SoMa neighborhoods. It is a claimed business with a 4.3-star rating based on 104 reviews \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m as of September 2025. The shop operates daily from 7:00 AM to 6:00 PM, with an upcoming special hour on         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m September 22, 2025, closing at 5:00 PM. Amenities include an ADA-compliant main entrance, no steps or stairs,   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m suitability for working, and free Wi-Fi. Popular drinks featured include the Orange Cream Latte, Pine Latte,    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Matcha Latte, Kaffe Tonic, Cortado, and Hot Latte. The venue offers a cozy atmosphere with both indoor and      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m outdoor seating, supported by numerous photos showcasing the ambiance and menu items. Saint Frank Coffee is     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m frequently searched for in relation to coffee, breakfast, bakery items, matcha lattes, work cafes, and pastries \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m in San Francisco. The business website is saintfrankcoffee.com, and the contact phone number is (415) 881-8062. \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Saint Frank Coffee has a 4.3-star rating based on 104 reviews. Operating hours are 7:00 AM to 6:00 PM daily.    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Amenities include ADA-compliant entrance and free Wi-Fi. Popular drinks include Orange Cream Latte, Pine Latte, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Matcha Latte, and Kaffe Tonic. Located at 120 Folsom St, San Francisco, CA 94105. [5]                           \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sextant Coffee Roasters is a specialty coffee company based in San Francisco, with multiple store locations   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m at 1415 Folsom Street, 539 Valencia Street, and 201 3rd Street. They offer top-grade, freshly roasted coffee    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m beans sourced from renowned farms, including a partner farm in Ethiopia, known for washed coffee processing.    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Their product line includes various featured coffee collections such as Maiden Voyage Espresso, Black Lion,     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Dancing Goat, Kochere, and Ogsadey's Horse, showcasing diverse flavor profiles from Ethiopian and Colombian     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffees. Alongside coffee, Sextant sells brewing equipment (e.g., French presses, Hario filters, Chemex,        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m AeroPress) and branded merchandise like t-shirts. The company invites customers to subscribe to their artisanal \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee collections and offers a wholesale partnership via an online form. Contact information includes a phone  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m number (415-355-1415) and email (info@sextantcoffee.com). Their website also features a newsletter signup for   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m exclusive updates and events. [6]                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **The webpage provides an extensive guide to the top specialty coffee roasters in California, highlighting the  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m state's prominence in the third wave coffee movement. It covers key regions including Los Angeles, San          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Francisco & Bay Area, and San Diego, detailing notable roasters such as Blue Bottle Coffee, Verve Coffee        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasters, Ritual Coffee Roasters, Sightglass Coffee, Bird Rock Coffee Roasters, and others. The guide           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m emphasizes the importance of quality, ethical sourcing, and innovation, noting that California roasters         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m dominate national rankings with 12 of the top 25 highest-rated coffees in 2024. It explains what makes a        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m roaster 'specialty,' focusing on responsible sourcing, single-origin beans, experimental roast profiles, and    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sustainability efforts like eco-friendly packaging and carbon-neutral roasting. The article also discusses      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m California's coffee culture, including events like the San Francisco Coffee Festival and the rise of coffee     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m tastings and roastery tours. Practical tips for buying specialty coffee beans are provided, covering roast      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m levels, single-origin versus blends, and purchasing options including subscriptions, which have grown 27%       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m year-over-year in California. The piece concludes by framing California's specialty coffee scene as a blend of  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ethics, culture, and community, with roasters supporting global farmers and fostering local creativity. The     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m author, Kara Chavez, is a passionate coffee professional dedicated to crafting excellent coffee experiences.    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m \"Good coffee is like good wine—it tells the story of the land, the farmer, and the roaster who brought it to    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m life.\" \"When you drink a cup of coffee from an ethical roaster, you’re not just fueling your day—you’re fueling \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m an entire ecosystem of people, land, and culture.\" \"The best pitch decks in Silicon Beach are written over a    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Verve cappuccino.\" \"California specialty roasters dominate national rankings, with 12 of the top 25             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m highest-rated coffees originating from the state.\" \"California roasters reduced average packaging waste by 30%  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m compared to national averages, proving the state’s leadership in green innovation.\" [6]                         \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sextant Coffee Roasters, San Francisco : See 4 unbiased reviews of Sextant Coffee Roasters, rated 4.5 of 5 on \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Tripadvisor and ranked #2032 of 3345 [4].                                                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Blue Bottle Coffee offers a variety of coffee products and accessories, including their latest collaboration  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m with Nespresso called Blend No. 2, which celebrates the craft and ritual of espresso. They provide ethically    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sourced, small-batch roasted coffee with options for customized subscriptions. Featured products include the    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Nespresso Blue Bottle Coffee Blend No. 2 Vertuo Capsules priced at $20, Modern Craft Glass mugs at $25, and the \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Tokyo Kissa dark roast blend with notes of bittersweet cocoa, nutmeg, and molasses at $25. Other popular items  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m are the Blue Bottle Coffee Dripper in limited-edition Studio Grey ($32), Essentialist Mug handcrafted in Japan  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ($25), and various travel mugs and tea sets. Select drinkware items are currently 15% off. Blue Bottle also     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m offers Craft Instant Coffees designed for quick, high-quality lattes, and a subscription service that delivers  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m freshly roasted, curated coffee with free shipping and flexible options. Additionally, they provide brew guides \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m for pour-over coffee and Craft Instant Coffees, and have multiple café locations accessible via their cafe      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m locator. Our Latest Collaboration with Nespresso Celebrates and Evolves the Craft, Ritual, and Enduring Magic   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m of Espresso, Crafted by curiosity, Sink into notes of bittersweet cocoa, nutmeg, and molasses in this unique    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m blend that transcends contemporary dark roasts in flavor and complexity, Years in the Making but Ready in       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Seconds, Our Craft Instant Coffees Are Ready-Made for a Busy New Season, Experience the world’s most beautiful  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffees through a Blue Bottle Coffee Subscription. [7]                                                          \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Coffee Review is a leading online guide dedicated to coffee, providing detailed reviews and ratings of        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffees and espressos from various roasters, with a focus on those roasted in the greater San Francisco area.   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m The site features 260 reviews listed in reverse chronological order, highlighting tasting notes such as aroma,  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m cup profile, acidity, mouthfeel, and finish for each coffee. Examples include Equator Coffees’ Decaf Shakeout   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Blend noted for its sweet nutty and chocolaty character, Sightglass Coffee’s Owl’s Howl Espresso Blend praised  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m for its crisply chocolaty and sweet-tart finish, and Peet's Coffee & Tea’s Sumatra recognized for its rich      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m earthy sweetness. The website also promotes several top-rated coffee roasters through prominent advertisements  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and provides services such as advertising opportunities and coffee review submissions. Coffee Review’s detailed \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m tasting notes capture flavors ranging from chocolate, nuts, citrus, spices, and floral tones, supporting        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m consumers in discovering high-quality, expertly evaluated coffee products [7]. Sweetly nut-toned, chocolaty.    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Cocoa powder, roasted almond, pink grapefruit, caramel, nutmeg in aroma and cup; Evaluated as espresso. Crisply \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m chocolaty, sweet and nutty. Baking chocolate, kumquat, cashew, orange zest, fresh oak in aroma and cup;         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Rich-toned, earthy-sweet. Fresh humus, cocoa powder, gently scorched sandalwood, gardenia, graphite in aroma    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and cup; Rich-toned, complex, bittersweet. Dark chocolate, sweet tobacco, dried fig, nutmeg, molasses in aroma  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m and cup.                                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Four Barrel Coffee (2235 reviews). Sightglass Coffee (2161 reviews). Ritual Coffee Roasters (1983 reviews).   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Blue Bottle Coffee - Hayes Valley Kiosk (1759 reviews).** [8]                                                   \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Four Barrel Coffee (2228 reviews). Sightglass Coffee (2143 reviews). Ritual Coffee Roasters (1980 reviews).   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Blue Bottle Coffee - Hayes Valley Kiosk (1759...) [9].                                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Top 10 Best Ritual Coffee Roasters in Hayes Valley, San Francisco , CA - Last Updated July 2025 - Yelp -      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Ritual Coffee Roasters , Four Barrel Coffee , Blue Bottle Coffee - Hayes Valley Kiosk, Mercury Cafe, Verve      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee Roasters , Sightglass Coffee , The Mill** [9]                                                            \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Sightglass Coffee is a specialty coffee retailer offering organic and sustainably sourced coffee products,    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m including best sellers like Organic Owl's Howl, Blueboon, Toketee, and seasonal varieties such as Autumnal      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Equinox. They provide various coffee categories including single origin, espresso, blends, instant, and decaf.  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Promotions include 15% off when bundling three bags and free shipping on all 2lb bags. Customers can subscribe  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m for coffee delivery, receive 10% off first orders, and shop goods like mugs and tote bags. Sightglass Coffee    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m operates daily retail locations in San Francisco across SOMA, Mission, and Divisadero districts, and in         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Hollywood, Los Angeles, offering both in-store and to-go orders. The brand emphasizes quality through their     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m roasting, sourcing, and sustainability practices and highlights their presence in reputable publications such   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m as Bon Appétit, Chowhound, CNN Underscored, and The New York Times Wirecutter. Bundle 3 Bags and Get 15% Off.   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Free Shipping on all 2lb bags. Autumnal Equinox is back for a well-balanced cup to settle your ritual into the  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m new season. A single origin coffee is a record of a particular time and place. Crafted to display complex,      \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m balanced flavors with clarity and rich textures. Carefully sourced coffees, naturally decaffeinated with        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m exceptional flavor and quality. Join us daily in San Francisco or Los Angeles. Subscribers receive first access \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m to special offers and limited releases [10].                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Top 10 Best Best Coffee Beans in San Francisco , CA - Last Updated August 2025 - Yelp - Graffeo Coffee        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Roasting Company, Andytown Coffee Roasters , Sightglass Coffee , Golden Bear Trading Company, Blue Bottle       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Coffee - Hayes Valley Kiosk, Ritual Coffee Roasters , Castro Coffee Company, Four Barrel** [10]                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - Andytown Coffee Roasters – Downtown, Mission, Outer Richmond, Outer Sunset + SoMa ↓ Must Order Drinks: Snowy  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Plover (Original Bird) [12].                                                                                    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Top 10 Best Blue Bottle Coffee in San Francisco , CA - October 2024 - Yelp - Blue Bottle Coffee - Linden      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Street, Blue Bottle Coffee , Blue Bottle Coffee - Pacific Heights, Blue Bottle Coffee - Central Tower, Blue     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Bottle Coffee - Mission Bay, Four Barrel Coffee , Sightglass Coffee , Ritual Coffee Roasters , The Buena Vista, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Philz Coffee Jan 20, 2015 · 1) Four Barrel Coffee 2) Linea Caffe 3) Ritual Coffee Roasters 4) Sightglass Coffee \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 5) Blue Bottle Coffee Four Barrel Coffee Start at Four Barrel Coffee located at 375 Valencia Street between     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 15th Street and 14th Street. A beautiful wrought iron parklet also functioning as bike parking stands in front, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m so you know when you’ve arrived. Ritual Coffee Roasters is a growing chain of artisanal coffeehouses with six   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m locations in San Francisco and Napa Valley. They prioritize building relationships with coffee growers and      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m roast their beans on-site, offering a unique experience for coffee enthusiasts. The cafes are known for their   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m art-filled settings, with one location quickly becoming a neighborhood staple. At Ritual, the baristas ...      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Founded in 2005, Ritual Roasters is considered part of the \"third wave of coffee \" independent companies which  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m both roast their own beans, wholesale, and operate cafes. Their peers include Blue Bottle Coffee Company and    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Four Barrel Coffee , among others. In March 2017, Somatik partnered with Ritual Coffee to make $12              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m marijuana-infused cold brew. Dec 23, 2023 · San Francisco is home to a number of world-renowned coffee          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m roasters, including Blue Bottle Coffee , Ritual Coffee Roasters , and Sightglass Coffee . San Francisco is also \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m home to a number of popular coffee shops, such as Philz Coffee , Four Barrel Coffee , and Saint Frank Coffee .  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [11]                                                                                                            \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m - San Francisco ’s Best Coffee Shops | Eater SF: The webpage highlights the absolute best coffee shops in San   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Francisco as of 2025, emphasizing the city's rich coffee culture that includes pioneering influences like       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Wrecking Ball Coffee and the introduction of Yemeni coffee on the West Coast. It details changes in notable     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m coffee venues, mentioning that Coffee Movement on Balboa Street, Poorboy Coffee, and Flywheel Coffee were       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m removed from the list, while Caffe Trieste, Coffee Movement at Side A, and Cafe Shoji were added. The guide     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m profiles 16 top coffee shops, each praised for unique offerings and contributions to the city's coffee scene.   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Key featured cafes include Saint Frank Coffee, known for its Bolivian teas and minimalist aesthetic; Outset     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m Coffee, recognized for innovative fruit coffee blends; and Sextant Coffee Roasters, which focuses on direct     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m relationships with Ethiopian, Kenyan, and Colombian growers. Additional notable places include Telescope Coffee \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m with its seasonal lattes, Abanico Coffee Roasters bringing Latin American coffee traditions, SPRO for inventive \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m drinks, and historic Caffe Trieste noted for its cultural legacy. The Coffee Movement at Side A merges          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m specialty coffee with soft serve and doughnuts, providing a unique café experience. The piece concludes with    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m author credits and links to related dining guides in San Francisco. San Francisco is and has been for many the  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m world over the summit of coffee culture. These 16 coffee shops keep the torch burning, making those great       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m ascents into the future. Saint Frank is to San Francisco coffee as Dungeness crab is to San Francisco           \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m restaurants. Outset Americano is a medley of Ethiopian coffee plus not-from-concentrate orange juice, jasmine   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m green tea, and orange syrup. Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and Colombian  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m growers, making high-end but affordable beans to-go [13].                                                       \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m ---                                                                                                             \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m **List of All Relevant Sources (with citations in the report)**                                                 \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [1] Best Coffee Roaster San Francisco, CA - Last Updated August 2025 - Yelp:                                    \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [1] The Best Coffee in the Bay Area - San Francisco Chronicle:                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.sfchronicle.com/projects/2024/best-coffee-san-francisco-bay-area/                                   \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m [2] The Absolute Best San Francisco Coffee Shops - Eater SF:                                                    \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [3] Recently moved to San Francisco, looking for good coffee place ... - Reddit:                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/               \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [4] Sextant Coffee Roasters - San Francisco Restaurants - Tripadvisor:                                          \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://www.tripadvisor.com/Restaurant_Review-g60713-d15122404-Reviews-Sextant_Coffee_Roasters-San_Francisco_Ca \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m lifornia.html                                                                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [5] SEXTANT COFFEE ROASTERS - Updated August 2025 - Yelp:                                                       \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://www.yelp.com/biz/sextant-coffee-roasters-san-francisco                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [6] Sextant Coffee Roasters - Best Speciality Coffee in San ...:                                                \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://sextantcoffee.com/?srsltid=AfmBOor5HMUq7Ou7XCwlSdVtZdhrU6Z0-Mr052Yunq0owT2VAvA9m2vd                     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [7] San Francisco Coffee Ratings and Reviews - Coffee Review:                                                   \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://www.coffeereview.com/best-coffee-cities/san-francisco/                                                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [8] Blue Bottle Coffee | Fresh Roasted Specialty Coffee:                                                        \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://bluebottlecoffee.com/?srsltid=AfmBOordS_-ygbQq5WKaZsn7h8r_xKqWXtKq30zLayttsMysBNse0cEA                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [9] Blue Bottle Coffe San Francisco, CA - Last Updated August 2025 - Yelp:                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [3] The Best Coffee Shops In SF - San Francisco - The Infatuation:                                              \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.theinfatuation.com/san-francisco/guides/best-coffee-shops-san-francisco                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [4] Saint Frank Coffee - San Francisco: https://www.saintfrankcoffee.com/                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [5] SAINT FRANK COFFEE - Updated October 2025 - Yelp:                                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.yelp.com/biz/saint-frank-coffee-san-francisco-5                                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [6] Top Specialty Coffee Roasters in California - Mountain Lyon Cafe:                                           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://mtnlyoncafe.com/blog/top-specialty-coffee-roasters-in-california/                                       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [7] Blue Bottle Coffee | Fresh Roasted Specialty Coffee:                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://bluebottlecoffee.com/us/eng?srsltid=AfmBOoowa1P7XBBxV4HJ-nfuDl_Ck3bLDCbc18YgBwAlTrhsQNA7QLT-            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [8] Blue Bottle Coffe San Francisco, CA - Last Updated October 2025:                                            \u001b[33m│\u001b[0m\n",
        "\u001b[33m│\u001b[0m https://www.yelp.com/search?find_desc=Blue+Bottle+Coffe&find_loc=San+Francisco%2C+CA                            \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [10] Sightglass Coffee:                                                                                         \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m https://sightglasscoffee.com/?srsltid=AfmBOop1VARlyNB5tmvFKhGVfTUQjJZ3yq2OocJ9hYxnTy-7cy909KJq                  \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [11] SIGHTGLASS COFFEE - Updated August 2025 - Yelp: https://www.yelp.com/biz/sightglass-coffee-san-francisco-7 \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [12] San Francisco Coffee Worth Seeking - Food GPS: https://foodgps.com/san-francisco-coffee-worth-seeking/     \u001b[33m│\u001b[0m\n",
-       "\u001b[33m│\u001b[0m [13] San Francisco’s Best Coffee Shops | Eater SF: https://sf.eater.com/maps/best-coffee-shops-san-francisco    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [9] Yelp Ritual Coffee Roasters Hayes Valley, San Francisco, CA - Last Updated ...:                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.yelp.com/search?find_desc=ritual+coffee+roasters&find_loc=Hayes+Valley,+San+Francisco,+CA           \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [10] Yelp Best Coffee Beans San Francisco, CA - Last Updated September 2025 - Yelp:                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.yelp.com/search?find_desc=Best+Coffee+Beans&amp;find_loc=Phoenix,+AZ                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m [11] blue bottle coffee San Francisco, CA - Yelp Self Guided San Francisco Coffee Tour - Avital Experiences     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Ritual Coffee Roasters, San Francisco, CA - Reviews, Ratings ... Ritual Coffee Roasters in San Francisco,       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m United States Best Coffee Roasters in San Francisco: Top 5 You Must Experience:                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m https://www.yelp.com/search?find_desc=blue+bottle+coffee&find_loc=San+Francisco,+CA                             \u001b[33m│\u001b[0m\n",
        "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1204,70 +1293,192 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: think_tool                                                                                        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {                                                                                                      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Excellent! The research agent has provided comprehensive findings about San Francisco's top    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee shops based on coffee quality. Let me analyze what we've gathered:\\n\\n**Key Information Found**:\\n1.     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> **Authoritative Sources**: The research successfully accessed Eater SF (major food publication), Coffee Review  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (specialized coffee evaluation site), Yelp reviews, and official coffee shop websites.\\n\\n2. **Comprehensive    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coverage**: The research identified 16+ top coffee shops with detailed information about what makes their       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee quality exceptional.\\n\\n3. **Quality Assessment Methods**: The findings include:\\n   - Expert reviews    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> from Coffee Review with detailed tasting notes\\n   - Customer ratings and review counts from Yelp\\n   -         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Specialty coffee credentials (direct trade, sourcing practices)\\n   - Recognition from major publications       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (Eater SF's curated list)\\n\\n4. **Specific Quality Details**: For many shops, we have concrete details about:\\n <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> - Sourcing practices (direct trade relationships)\\n   - Roasting methods and expertise\\n   - Specific coffee    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> origins and processing methods\\n   - Unique brewing techniques and specialty drinks\\n   - Awards and industry   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> recognition\\n\\n**Quality of Evidence**: The research provides well-supported evidence from:\\n- Coffee Review    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (industry authority) with specific ratings and tasting notes\\n- Eater SF's 2025 curated list (major food        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> publication)\\n- Yelp ratings with review counts\\n- Official websites showing sourcing and roasting              <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> credentials\\n\\n**Completeness**: The research covers the full spectrum of what the user requested:\\n\\u2713      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Geographic focus: San Francisco area\\n\\u2713 Primary criterion: Coffee quality with specific details\\n\\u2713    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Multiple assessment methods: Expert reviews, customer ratings, specialty certifications\\n\\u2713 Prioritized     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> primary sources: Official websites, Coffee Review, review aggregators\\n\\u2713 Latest data: 2025                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> information\\n\\u2713 Well-supported ranking with evidence\\n\\n**Assessment**: This research is comprehensive and  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> provides exactly what the user requested. We have enough information to create a well-supported ranking of San  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Francisco's top coffee shops based on coffee quality, with specific evidence for each recommendation. The       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> findings include both broad recognition (Eater SF's authoritative list) and detailed quality assessments        <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (Coffee Review's expert evaluations).\\n\\n**Decision**: I have sufficient information to answer the user's       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> question comprehensively. The research covers all required elements and provides the evidence-based ranking     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> they requested.\"                                                                                                <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>   \"reflection\": \"Let me analyze the research findings to assess if I have enough information to provide a       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> comprehensive answer about the best coffee shops in San Francisco based on coffee quality:\\n\\n**What I          <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> found:**\\n1. **Multiple authoritative sources**: San Francisco Chronicle (2025), Eater SF (2025), The           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Infatuation, plus official websites and review aggregators\\n2. **Consistent top performers**: Several coffee    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> shops appear repeatedly across sources:\\n   - Saint Frank Coffee - mentioned in multiple sources, known for     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> minimal aesthetic and Bolivian coffees\\n   - Blue Bottle Coffee - consistently ranked, multiple locations,      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specialty coffee pioneer\\n   - Ritual Coffee Roasters - highly rated (1983 reviews), part of \\\"third wave       <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee\\\" movement\\n   - Sightglass Coffee - consistently mentioned, 2161 reviews\\n   - Four Barrel Coffee -     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 2235 reviews, highly regarded\\n   - Andytown Coffee Roasters - west side favorite with Guatemalan               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> espresso\\n\\n3. **Quality indicators found**:\\n   - Expert reviews from SF Chronicle and Eater SF (reputable     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> food publications)\\n   - High customer review counts and ratings on Yelp\\n   - Recognition as \\\"third wave      <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> coffee\\\" pioneers\\n   - Specialty coffee certifications and direct trade relationships\\n   - Awards and         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> industry recognition\\n\\n4. **Specific coffee quality evidence**:\\n   - Saint Frank: Known for Bolivian coffees, <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> relational sourcing\\n   - Blue Bottle: Ethically sourced, small-batch roasted, part of specialty coffee         <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> movement\\n   - Ritual: Builds relationships with growers, roasts on-site, \\\"third wave coffee\\\"\\n   -           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Sightglass: World-renowned roaster\\n   - Andytown: Guatemalan espresso focus\\n\\n**What's missing:**\\n- Specific <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> Coffee Review scores or Specialty Coffee Association ratings\\n- More detailed technical coffee quality metrics  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> (cupping scores, etc.)\\n- Recent awards or certifications from 2024-2025\\n\\n**Assessment:**\\nI have substantial <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> information from multiple reputable sources to create a well-supported ranking. The sources include the exact   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> types requested (expert reviews from food publications, customer ratings, official websites). While I don't     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> have specific Coffee Review scores, I have comprehensive coverage from other authoritative sources that focus   <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> specifically on coffee quality. The data is current (2025) and covers the key players consistently mentioned    <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> across sources.\\n\\nI believe I have enough information to provide a comprehensive answer that meets the user's  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> requirements.\"                                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> }                                                                                                               <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
-       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: toolu_01Jv53CjxQgMhvqCsUJV9c3D                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_cm3BPYPKSVeN-_FNw7KHzw                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
        "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
        "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
        "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m 🔧 Tool Call: think_tool                                                                                        \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m    Args: {                                                                                                      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m   \"reflection\": \"Excellent! The research agent has provided comprehensive findings about San Francisco's top    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee shops based on coffee quality. Let me analyze what we've gathered:\\n\\n**Key Information Found**:\\n1.     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m **Authoritative Sources**: The research successfully accessed Eater SF (major food publication), Coffee Review  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m (specialized coffee evaluation site), Yelp reviews, and official coffee shop websites.\\n\\n2. **Comprehensive    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Coverage**: The research identified 16+ top coffee shops with detailed information about what makes their       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m coffee quality exceptional.\\n\\n3. **Quality Assessment Methods**: The findings include:\\n   - Expert reviews    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m from Coffee Review with detailed tasting notes\\n   - Customer ratings and review counts from Yelp\\n   -         \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Specialty coffee credentials (direct trade, sourcing practices)\\n   - Recognition from major publications       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m (Eater SF's curated list)\\n\\n4. **Specific Quality Details**: For many shops, we have concrete details about:\\n \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m - Sourcing practices (direct trade relationships)\\n   - Roasting methods and expertise\\n   - Specific coffee    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m origins and processing methods\\n   - Unique brewing techniques and specialty drinks\\n   - Awards and industry   \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m recognition\\n\\n**Quality of Evidence**: The research provides well-supported evidence from:\\n- Coffee Review    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m (industry authority) with specific ratings and tasting notes\\n- Eater SF's 2025 curated list (major food        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m publication)\\n- Yelp ratings with review counts\\n- Official websites showing sourcing and roasting              \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m credentials\\n\\n**Completeness**: The research covers the full spectrum of what the user requested:\\n\\u2713      \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Geographic focus: San Francisco area\\n\\u2713 Primary criterion: Coffee quality with specific details\\n\\u2713    \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Multiple assessment methods: Expert reviews, customer ratings, specialty certifications\\n\\u2713 Prioritized     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m primary sources: Official websites, Coffee Review, review aggregators\\n\\u2713 Latest data: 2025                 \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m information\\n\\u2713 Well-supported ranking with evidence\\n\\n**Assessment**: This research is comprehensive and  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m provides exactly what the user requested. We have enough information to create a well-supported ranking of San  \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m Francisco's top coffee shops based on coffee quality, with specific evidence for each recommendation. The       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m findings include both broad recognition (Eater SF's authoritative list) and detailed quality assessments        \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m (Coffee Review's expert evaluations).\\n\\n**Decision**: I have sufficient information to answer the user's       \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m question comprehensively. The research covers all required elements and provides the evidence-based ranking     \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m they requested.\"                                                                                                \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m   \"reflection\": \"Let me analyze the research findings to assess if I have enough information to provide a       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m comprehensive answer about the best coffee shops in San Francisco based on coffee quality:\\n\\n**What I          \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m found:**\\n1. **Multiple authoritative sources**: San Francisco Chronicle (2025), Eater SF (2025), The           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Infatuation, plus official websites and review aggregators\\n2. **Consistent top performers**: Several coffee    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m shops appear repeatedly across sources:\\n   - Saint Frank Coffee - mentioned in multiple sources, known for     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m minimal aesthetic and Bolivian coffees\\n   - Blue Bottle Coffee - consistently ranked, multiple locations,      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specialty coffee pioneer\\n   - Ritual Coffee Roasters - highly rated (1983 reviews), part of \\\"third wave       \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee\\\" movement\\n   - Sightglass Coffee - consistently mentioned, 2161 reviews\\n   - Four Barrel Coffee -     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 2235 reviews, highly regarded\\n   - Andytown Coffee Roasters - west side favorite with Guatemalan               \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m espresso\\n\\n3. **Quality indicators found**:\\n   - Expert reviews from SF Chronicle and Eater SF (reputable     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m food publications)\\n   - High customer review counts and ratings on Yelp\\n   - Recognition as \\\"third wave      \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m coffee\\\" pioneers\\n   - Specialty coffee certifications and direct trade relationships\\n   - Awards and         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m industry recognition\\n\\n4. **Specific coffee quality evidence**:\\n   - Saint Frank: Known for Bolivian coffees, \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m relational sourcing\\n   - Blue Bottle: Ethically sourced, small-batch roasted, part of specialty coffee         \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m movement\\n   - Ritual: Builds relationships with growers, roasts on-site, \\\"third wave coffee\\\"\\n   -           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Sightglass: World-renowned roaster\\n   - Andytown: Guatemalan espresso focus\\n\\n**What's missing:**\\n- Specific \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m Coffee Review scores or Specialty Coffee Association ratings\\n- More detailed technical coffee quality metrics  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m (cupping scores, etc.)\\n- Recent awards or certifications from 2024-2025\\n\\n**Assessment:**\\nI have substantial \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m information from multiple reputable sources to create a well-supported ranking. The sources include the exact   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m types requested (expert reviews from food publications, customer ratings, official websites). While I don't     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m have specific Coffee Review scores, I have comprehensive coverage from other authoritative sources that focus   \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m specifically on coffee quality. The data is current (2025) and covers the key players consistently mentioned    \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m across sources.\\n\\nI believe I have enough information to provide a comprehensive answer that meets the user's  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m requirements.\"                                                                                                  \u001b[37m│\u001b[0m\n",
        "\u001b[37m│\u001b[0m }                                                                                                               \u001b[37m│\u001b[0m\n",
-       "\u001b[37m│\u001b[0m    ID: toolu_01Jv53CjxQgMhvqCsUJV9c3D                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_cm3BPYPKSVeN-_FNw7KHzw                                                                           \u001b[37m│\u001b[0m\n",
+       "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> Reflection recorded: Let me analyze the research findings to assess if I have enough information to provide a   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> comprehensive answer about the best coffee shops in San Francisco based on coffee quality:                      <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **What I found:**                                                                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 1. **Multiple authoritative sources**: San Francisco Chronicle (2025), Eater SF (2025), The Infatuation, plus   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> official websites and review aggregators                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 2. **Consistent top performers**: Several coffee shops appear repeatedly across sources:                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Saint Frank Coffee - mentioned in multiple sources, known for minimal aesthetic and Bolivian coffees       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Blue Bottle Coffee - consistently ranked, multiple locations, specialty coffee pioneer                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Ritual Coffee Roasters - highly rated (1983 reviews), part of \"third wave coffee\" movement                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Sightglass Coffee - consistently mentioned, 2161 reviews                                                   <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Four Barrel Coffee - 2235 reviews, highly regarded                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Andytown Coffee Roasters - west side favorite with Guatemalan espresso                                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 3. **Quality indicators found**:                                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Expert reviews from SF Chronicle and Eater SF (reputable food publications)                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - High customer review counts and ratings on Yelp                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Recognition as \"third wave coffee\" pioneers                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Specialty coffee certifications and direct trade relationships                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Awards and industry recognition                                                                            <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> 4. **Specific coffee quality evidence**:                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Saint Frank: Known for Bolivian coffees, relational sourcing                                               <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Blue Bottle: Ethically sourced, small-batch roasted, part of specialty coffee movement                     <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Ritual: Builds relationships with growers, roasts on-site, \"third wave coffee\"                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Sightglass: World-renowned roaster                                                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>    - Andytown: Guatemalan espresso focus                                                                        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **What's missing:**                                                                                             <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Specific Coffee Review scores or Specialty Coffee Association ratings                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - More detailed technical coffee quality metrics (cupping scores, etc.)                                         <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> - Recent awards or certifications from 2024-2025                                                                <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> **Assessment:**                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I have substantial information from multiple reputable sources to create a well-supported ranking. The sources  <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> include the exact types requested (expert reviews from food publications, customer ratings, official websites). <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> While I don't have specific Coffee Review scores, I have comprehensive coverage from other authoritative        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> sources that focus specifically on coffee quality. The data is current (2025) and covers the key players        <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> consistently mentioned across sources.                                                                          <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span>                                                                                                                 <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">│</span> I believe I have enough information to provide a comprehensive answer that meets the user's requirements.       <span style=\"color: #808000; text-decoration-color: #808000\">│</span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[33m╭─\u001b[0m\u001b[33m───────────────────────────────────────────────\u001b[0m\u001b[33m 🔧 Tool Output \u001b[0m\u001b[33m────────────────────────────────────────────────\u001b[0m\u001b[33m─╮\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Reflection recorded: Let me analyze the research findings to assess if I have enough information to provide a   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m comprehensive answer about the best coffee shops in San Francisco based on coffee quality:                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **What I found:**                                                                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 1. **Multiple authoritative sources**: San Francisco Chronicle (2025), Eater SF (2025), The Infatuation, plus   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m official websites and review aggregators                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 2. **Consistent top performers**: Several coffee shops appear repeatedly across sources:                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Saint Frank Coffee - mentioned in multiple sources, known for minimal aesthetic and Bolivian coffees       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Blue Bottle Coffee - consistently ranked, multiple locations, specialty coffee pioneer                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Ritual Coffee Roasters - highly rated (1983 reviews), part of \"third wave coffee\" movement                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Sightglass Coffee - consistently mentioned, 2161 reviews                                                   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Four Barrel Coffee - 2235 reviews, highly regarded                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Andytown Coffee Roasters - west side favorite with Guatemalan espresso                                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 3. **Quality indicators found**:                                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Expert reviews from SF Chronicle and Eater SF (reputable food publications)                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - High customer review counts and ratings on Yelp                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Recognition as \"third wave coffee\" pioneers                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Specialty coffee certifications and direct trade relationships                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Awards and industry recognition                                                                            \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 4. **Specific coffee quality evidence**:                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Saint Frank: Known for Bolivian coffees, relational sourcing                                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Blue Bottle: Ethically sourced, small-batch roasted, part of specialty coffee movement                     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Ritual: Builds relationships with growers, roasts on-site, \"third wave coffee\"                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Sightglass: World-renowned roaster                                                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m    - Andytown: Guatemalan espresso focus                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **What's missing:**                                                                                             \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Specific Coffee Review scores or Specialty Coffee Association ratings                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - More detailed technical coffee quality metrics (cupping scores, etc.)                                         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m - Recent awards or certifications from 2024-2025                                                                \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m **Assessment:**                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I have substantial information from multiple reputable sources to create a well-supported ranking. The sources  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m include the exact types requested (expert reviews from food publications, customer ratings, official websites). \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m While I don't have specific Coffee Review scores, I have comprehensive coverage from other authoritative        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m sources that focus specifically on coffee quality. The data is current (2025) and covers the key players        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m consistently mentioned across sources.                                                                          \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m                                                                                                                 \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m I believe I have enough information to provide a comprehensive answer that meets the user's requirements.       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>                                                                                                                 <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span> 🔧 Tool Call: ResearchComplete                                                                                  <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    Args: {}                                                                                                     <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>    ID: tooluse_LbSZFoPmT1qhP2DzU2qX-w                                                                           <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">│</span>\n",
+       "<span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[37m╭─\u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m 📝 AI \u001b[0m\u001b[37m────────────────────────────────────────────────────\u001b[0m\u001b[37m─╮\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m                                                                                                                 \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m 🔧 Tool Call: ResearchComplete                                                                                  \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    Args: {}                                                                                                     \u001b[37m│\u001b[0m\n",
+       "\u001b[37m│\u001b[0m    ID: tooluse_LbSZFoPmT1qhP2DzU2qX-w                                                                           \u001b[37m│\u001b[0m\n",
        "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
       ]
      },
@@ -1332,7 +1543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1366,7 +1577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1409,15 +1620,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "View the evaluation results for experiment: 'Supervisor Parallelism-b4e2c6e6' at:\n",
-      "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/87d6f859-3fc2-4727-a213-4106ef8851ae/compare?selectedSessions=a7113523-bfbb-472b-bf37-810ae9f22e09\n",
+      "View the evaluation results for experiment: 'Supervisor Parallelism-abc264a3' at:\n",
+      "https://smith.langchain.com/o/507e9840-7897-4f0b-9027-aa14afeec8f5/datasets/a3689707-d173-42b4-bf19-973b942e6cad/compare?selectedSessions=f7231b39-a3cd-404f-bd4a-34f857fbd1d8\n",
       "\n",
       "\n"
      ]
@@ -1425,7 +1636,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ccaecc12ed12481ba85654753d00cb07",
+       "model_id": "830610899da84eb5b7f2f705f7bb5731",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1439,13 +1650,66 @@
     {
      "data": {
       "text/html": [
-       "<AsyncExperimentResults Supervisor Parallelism-b4e2c6e6>"
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inputs.supervisor_messages</th>\n",
+       "      <th>outputs.output</th>\n",
+       "      <th>error</th>\n",
+       "      <th>reference.num_expected_threads</th>\n",
+       "      <th>feedback.correct_next_step</th>\n",
+       "      <th>execution_time</th>\n",
+       "      <th>example_id</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'type': 'human', 'content': 'Compare OpenAI ...</td>\n",
+       "      <td>Command(update={'supervisor_messages': [AIMess...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>True</td>\n",
+       "      <td>4.916623</td>\n",
+       "      <td>049a99b6-4ada-4856-8340-76221086baca</td>\n",
+       "      <td>0ba44e41-e3cc-431d-8efc-2b07c380a51b</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[{'type': 'human', 'content': 'What are the to...</td>\n",
+       "      <td>Command(update={'supervisor_messages': [AIMess...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>4.459894</td>\n",
+       "      <td>f09debd0-408e-4c98-b439-e8f5b0b9d3c7</td>\n",
+       "      <td>ff5909de-21c6-4bc8-a981-da9b5c6cc1d4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<AsyncExperimentResults Supervisor Parallelism-b4e2c6e6>"
+       "<AsyncExperimentResults Supervisor Parallelism-abc264a3>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1511,7 +1775,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.11.7"
   }
  },
  "nbformat": 4,
diff --git a/src/deep_research_from_scratch/multi_agent_supervisor.py b/src/deep_research_from_scratch/multi_agent_supervisor.py
index 183b02c0..b9953059 100644
--- a/src/deep_research_from_scratch/multi_agent_supervisor.py
+++ b/src/deep_research_from_scratch/multi_agent_supervisor.py
@@ -10,11 +10,12 @@
 maintaining isolated context windows for each research topic.
 """
 
-import asyncio
+import os, asyncio
 
 from typing_extensions import Literal
 
 from langchain.chat_models import init_chat_model
+from langchain_openai import AzureChatOpenAI
 from langchain_core.messages import (
     HumanMessage, 
     BaseMessage, 
@@ -36,16 +37,16 @@
 
 def get_notes_from_tool_calls(messages: list[BaseMessage]) -> list[str]:
     """Extract research notes from ToolMessage objects in supervisor message history.
-
+    
     This function retrieves the compressed research findings that sub-agents
     return as ToolMessage content. When the supervisor delegates research to
     sub-agents via ConductResearch tool calls, each sub-agent returns its
     compressed findings as the content of a ToolMessage. This function
     extracts all such ToolMessage content to compile the final research notes.
-
+    
     Args:
         messages: List of messages from supervisor's conversation history
-
+        
     Returns:
         List of research note strings extracted from ToolMessage objects
     """
@@ -68,7 +69,13 @@ def get_notes_from_tool_calls(messages: list[BaseMessage]) -> list[str]:
 # ===== CONFIGURATION =====
 
 supervisor_tools = [ConductResearch, ResearchComplete, think_tool]
-supervisor_model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
+# supervisor_model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
+model_args = dict(azure_endpoint="https://llm-proxy.perflab.nvidia.com",
+    api_key=os.getenv("PERFLAB_ONEAPI"),
+    api_version="2025-02-01-preview",)
+supervisor_model = AzureChatOpenAI(
+    deployment_name=os.getenv("RESEARCH_MODEL", "claude-sonnet-4-20250514"),
+    temperature=0.0, **model_args)
 supervisor_model_with_tools = supervisor_model.bind_tools(supervisor_tools)
 
 # System constants
@@ -84,20 +91,20 @@ def get_notes_from_tool_calls(messages: list[BaseMessage]) -> list[str]:
 
 async def supervisor(state: SupervisorState) -> Command[Literal["supervisor_tools"]]:
     """Coordinate research activities.
-
+    
     Analyzes the research brief and current progress to decide:
     - What research topics need investigation
     - Whether to conduct parallel research
     - When research is complete
-
+    
     Args:
         state: Current supervisor state with messages and research progress
-
+        
     Returns:
         Command to proceed to supervisor_tools node with updated state
     """
     supervisor_messages = state.get("supervisor_messages", [])
-
+    
     # Prepare system message with current date and constraints
     system_message = lead_researcher_prompt.format(
         date=get_today_str(), 
@@ -105,10 +112,10 @@ async def supervisor(state: SupervisorState) -> Command[Literal["supervisor_tool
         max_researcher_iterations=max_researcher_iterations
     )
     messages = [SystemMessage(content=system_message)] + supervisor_messages
-
+    
     # Make decision about next research steps
     response = await supervisor_model_with_tools.ainvoke(messages)
-
+    
     return Command(
         goto="supervisor_tools",
         update={
@@ -119,29 +126,29 @@ async def supervisor(state: SupervisorState) -> Command[Literal["supervisor_tool
 
 async def supervisor_tools(state: SupervisorState) -> Command[Literal["supervisor", "__end__"]]:
     """Execute supervisor decisions - either conduct research or end the process.
-
+    
     Handles:
     - Executing think_tool calls for strategic reflection
     - Launching parallel research agents for different topics
     - Aggregating research results
     - Determining when research is complete
-
+    
     Args:
         state: Current supervisor state with messages and iteration count
-
+        
     Returns:
         Command to continue supervision, end process, or handle errors
     """
     supervisor_messages = state.get("supervisor_messages", [])
     research_iterations = state.get("research_iterations", 0)
     most_recent_message = supervisor_messages[-1]
-
+    
     # Initialize variables for single return pattern
     tool_messages = []
     all_raw_notes = []
     next_step = "supervisor"  # Default next step
     should_end = False
-
+    
     # Check exit criteria first
     exceeded_iterations = research_iterations >= max_researcher_iterations
     no_tool_calls = not most_recent_message.tool_calls
@@ -149,11 +156,11 @@ async def supervisor_tools(state: SupervisorState) -> Command[Literal["superviso
         tool_call["name"] == "ResearchComplete" 
         for tool_call in most_recent_message.tool_calls
     )
-
+    
     if exceeded_iterations or no_tool_calls or research_complete:
         should_end = True
         next_step = END
-
+    
     else:
         # Execute ALL tool calls before deciding next step
         try:
@@ -162,7 +169,7 @@ async def supervisor_tools(state: SupervisorState) -> Command[Literal["superviso
                 tool_call for tool_call in most_recent_message.tool_calls 
                 if tool_call["name"] == "think_tool"
             ]
-
+            
             conduct_research_calls = [
                 tool_call for tool_call in most_recent_message.tool_calls 
                 if tool_call["name"] == "ConductResearch"
@@ -206,7 +213,7 @@ async def supervisor_tools(state: SupervisorState) -> Command[Literal["superviso
                         tool_call_id=tool_call["id"]
                     ) for result, tool_call in zip(tool_results, conduct_research_calls)
                 ]
-
+                
                 tool_messages.extend(research_tool_messages)
 
                 # Aggregate raw notes from all research
@@ -214,12 +221,12 @@ async def supervisor_tools(state: SupervisorState) -> Command[Literal["superviso
                     "\n".join(result.get("raw_notes", [])) 
                     for result in tool_results
                 ]
-
+                
         except Exception as e:
             print(f"Error in supervisor tools: {e}")
             should_end = True
             next_step = END
-
+    
     # Single return point with appropriate state updates
     if should_end:
         return Command(
diff --git a/src/deep_research_from_scratch/research_agent.py b/src/deep_research_from_scratch/research_agent.py
index 09885036..783e7877 100644
--- a/src/deep_research_from_scratch/research_agent.py
+++ b/src/deep_research_from_scratch/research_agent.py
@@ -4,13 +4,14 @@
 This module implements a research agent that can perform iterative web searches
 and synthesis to answer complex research questions.
 """
-
+import os
 from pydantic import BaseModel, Field
 from typing_extensions import Literal
 
 from langgraph.graph import StateGraph, START, END
 from langchain_core.messages import SystemMessage, HumanMessage, ToolMessage, filter_messages
 from langchain.chat_models import init_chat_model
+from langchain_openai import AzureChatOpenAI
 
 from deep_research_from_scratch.state_research import ResearcherState, ResearcherOutputState
 from deep_research_from_scratch.utils import tavily_search, get_today_str, think_tool
@@ -23,20 +24,33 @@
 tools_by_name = {tool.name: tool for tool in tools}
 
 # Initialize models
-model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
+model_args = dict(azure_endpoint="https://llm-proxy.perflab.nvidia.com",
+    api_key=os.getenv("PERFLAB_ONEAPI"),
+    api_version="2025-02-01-preview",)
+model = AzureChatOpenAI(
+    deployment_name=os.getenv("RESEARCH_MODEL", "claude-sonnet-4-20250514"),
+    temperature=0.0, **model_args)
+summarization_model = AzureChatOpenAI(
+    deployment_name=os.getenv("SUMMARISATION_MODEL", "gpt-4.1-mini-20250414"),
+    temperature=0.0, **model_args)
+compress_model = AzureChatOpenAI(
+    deployment_name=os.getenv("COMPRESS_MODEL", "gpt-4.1-20250414"),
+    temperature=0.0, max_tokens=32000, **model_args)
+
+#model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
 model_with_tools = model.bind_tools(tools)
-summarization_model = init_chat_model(model="openai:gpt-4.1-mini")
-compress_model = init_chat_model(model="openai:gpt-4.1", max_tokens=32000) # model="anthropic:claude-sonnet-4-20250514", max_tokens=64000
+#summarization_model = init_chat_model(model="openai:gpt-4.1-mini")
+#compress_model = init_chat_model(model="openai:gpt-4.1", max_tokens=32000) # model="anthropic:claude-sonnet-4-20250514", max_tokens=64000
 
 # ===== AGENT NODES =====
 
 def llm_call(state: ResearcherState):
     """Analyze current state and decide on next actions.
-
+    
     The model analyzes the current conversation state and decides whether to:
     1. Call search tools to gather more information
     2. Provide a final answer based on gathered information
-
+    
     Returns updated state with the model's response.
     """
     return {
@@ -49,18 +63,18 @@ def llm_call(state: ResearcherState):
 
 def tool_node(state: ResearcherState):
     """Execute all tool calls from the previous LLM response.
-
+    
     Executes all tool calls from the previous LLM responses.
     Returns updated state with tool execution results.
     """
     tool_calls = state["researcher_messages"][-1].tool_calls
-
+ 
     # Execute all tool calls
     observations = []
     for tool_call in tool_calls:
         tool = tools_by_name[tool_call["name"]]
         observations.append(tool.invoke(tool_call["args"]))
-
+            
     # Create tool message outputs
     tool_outputs = [
         ToolMessage(
@@ -69,20 +83,20 @@ def tool_node(state: ResearcherState):
             tool_call_id=tool_call["id"]
         ) for observation, tool_call in zip(observations, tool_calls)
     ]
-
+    
     return {"researcher_messages": tool_outputs}
 
 def compress_research(state: ResearcherState) -> dict:
     """Compress research findings into a concise summary.
-
+    
     Takes all the research messages and tool outputs and creates
     a compressed summary suitable for the supervisor's decision-making.
     """
-
+    
     system_message = compress_research_system_prompt.format(date=get_today_str())
     messages = [SystemMessage(content=system_message)] + state.get("researcher_messages", []) + [HumanMessage(content=compress_research_human_message)]
     response = compress_model.invoke(messages)
-
+    
     # Extract raw notes from tool and AI messages
     raw_notes = [
         str(m.content) for m in filter_messages(
@@ -90,7 +104,7 @@ def compress_research(state: ResearcherState) -> dict:
             include_types=["tool", "ai"]
         )
     ]
-
+    
     return {
         "compressed_research": str(response.content),
         "raw_notes": ["\n".join(raw_notes)]
@@ -100,17 +114,17 @@ def compress_research(state: ResearcherState) -> dict:
 
 def should_continue(state: ResearcherState) -> Literal["tool_node", "compress_research"]:
     """Determine whether to continue research or provide final answer.
-
+    
     Determines whether the agent should continue the research loop or provide
     a final answer based on whether the LLM made tool calls.
-
+    
     Returns:
         "tool_node": Continue to tool execution
         "compress_research": Stop and compress research
     """
     messages = state["researcher_messages"]
     last_message = messages[-1]
-
+    
     # If the LLM makes a tool call, continue to tool execution
     if last_message.tool_calls:
         return "tool_node"
diff --git a/src/deep_research_from_scratch/research_agent_mcp.py b/src/deep_research_from_scratch/research_agent_mcp.py
index 0f456a6b..1e5b560e 100644
--- a/src/deep_research_from_scratch/research_agent_mcp.py
+++ b/src/deep_research_from_scratch/research_agent_mcp.py
@@ -19,6 +19,7 @@
 from typing_extensions import Literal
 
 from langchain.chat_models import init_chat_model
+from langchain_openai import AzureChatOpenAI
 from langchain_core.messages import SystemMessage, HumanMessage, ToolMessage, filter_messages
 from langchain_mcp_adapters.client import MultiServerMCPClient
 from langgraph.graph import StateGraph, START, END
@@ -53,8 +54,17 @@ def get_mcp_client():
     return _client
 
 # Initialize models
-compress_model = init_chat_model(model="openai:gpt-4.1", max_tokens=32000)
-model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
+# compress_model = init_chat_model(model="openai:gpt-4.1", max_tokens=32000)
+# model = init_chat_model(model="anthropic:claude-sonnet-4-20250514")
+model_args = dict(azure_endpoint="https://llm-proxy.perflab.nvidia.com",
+    api_key=os.getenv("PERFLAB_ONEAPI"),
+    api_version="2025-02-01-preview",)
+model = AzureChatOpenAI(
+    deployment_name=os.getenv("RESEARCH_MODEL", "claude-sonnet-4-20250514"),
+    temperature=0.0, **model_args)
+compress_model = AzureChatOpenAI(
+    deployment_name=os.getenv("COMPRESS_MODEL", "gpt-4.1-20250414"),
+    temperature=0.0, max_tokens=32000, **model_args)
 
 # ===== AGENT NODES =====
 
@@ -145,7 +155,7 @@ def compress_research(state: ResearcherState) -> dict:
     This function filters out think_tool calls and focuses on substantive
     file-based research content from MCP tools.
     """
-
+    
     system_message = compress_research_system_prompt.format(date=get_today_str())
     messages = [SystemMessage(content=system_message)] + state.get("researcher_messages", []) + [HumanMessage(content=compress_research_human_message)]
 
diff --git a/src/deep_research_from_scratch/research_agent_scope.py b/src/deep_research_from_scratch/research_agent_scope.py
index 1e86bb8a..9becf9b2 100644
--- a/src/deep_research_from_scratch/research_agent_scope.py
+++ b/src/deep_research_from_scratch/research_agent_scope.py
@@ -8,6 +8,8 @@
 The workflow uses structured output to make deterministic decisions about
 whether sufficient context exists to proceed with research.
 """
+import os
+from langchain_openai import AzureChatOpenAI
 
 from datetime import datetime
 from typing_extensions import Literal
@@ -29,14 +31,21 @@ def get_today_str() -> str:
 # ===== CONFIGURATION =====
 
 # Initialize model
-model = init_chat_model(model="openai:gpt-4.1", temperature=0.0)
+# model = init_chat_model(model="openai:gpt-4.1", temperature=0.0)	
+model = AzureChatOpenAI(
+    deployment_name=os.getenv("AZURE_OPENAI_DEPLOYMENT", "gpt-4.1-20250414"),
+    azure_endpoint="https://llm-proxy.perflab.nvidia.com",
+    api_key=os.getenv("PERFLAB_ONEAPI"),
+    api_version="2025-02-01-preview",
+    temperature=0.0
+)
 
 # ===== WORKFLOW NODES =====
 
 def clarify_with_user(state: AgentState) -> Command[Literal["write_research_brief", "__end__"]]:
     """
     Determine if the user's request contains sufficient information to proceed with research.
-
+    
     Uses structured output to make deterministic decisions and avoid hallucination.
     Routes to either research brief generation or ends with a clarification question.
     """
@@ -50,7 +59,7 @@ def clarify_with_user(state: AgentState) -> Command[Literal["write_research_brie
             date=get_today_str()
         ))
     ])
-
+    
     # Route based on clarification need
     if response.need_clarification:
         return Command(
@@ -66,13 +75,13 @@ def clarify_with_user(state: AgentState) -> Command[Literal["write_research_brie
 def write_research_brief(state: AgentState):
     """
     Transform the conversation history into a comprehensive research brief.
-
+    
     Uses structured output to ensure the brief follows the required format
     and contains all necessary details for effective research.
     """
     # Set up structured output model
     structured_output_model = model.with_structured_output(ResearchQuestion)
-
+    
     # Generate research brief from conversation history
     response = structured_output_model.invoke([
         HumanMessage(content=transform_messages_into_research_topic_prompt.format(
@@ -80,7 +89,7 @@ def write_research_brief(state: AgentState):
             date=get_today_str()
         ))
     ])
-
+    
     # Update state with generated research brief and pass it to the supervisor
     return {
         "research_brief": response.research_brief,
diff --git a/src/deep_research_from_scratch/state_multi_agent_supervisor.py b/src/deep_research_from_scratch/state_multi_agent_supervisor.py
index e3c81bd4..cda6af56 100644
--- a/src/deep_research_from_scratch/state_multi_agent_supervisor.py
+++ b/src/deep_research_from_scratch/state_multi_agent_supervisor.py
@@ -17,11 +17,11 @@
 class SupervisorState(TypedDict):
     """
     State for the multi-agent research supervisor.
-
+    
     Manages coordination between supervisor and research agents, tracking
     research progress and accumulating findings from multiple sub-agents.
     """
-
+    
     # Messages exchanged with supervisor for coordination and decision-making
     supervisor_messages: Annotated[Sequence[BaseMessage], add_messages]
     # Detailed research brief that guides the overall research direction
diff --git a/src/deep_research_from_scratch/state_research.py b/src/deep_research_from_scratch/state_research.py
index f8a983a5..af6ef337 100644
--- a/src/deep_research_from_scratch/state_research.py
+++ b/src/deep_research_from_scratch/state_research.py
@@ -17,7 +17,7 @@
 class ResearcherState(TypedDict):
     """
     State for the research agent containing message history and research metadata.
-
+    
     This state tracks the researcher's conversation, iteration count for limiting
     tool calls, the research topic being investigated, compressed findings,
     and raw research notes for detailed analysis.
@@ -31,7 +31,7 @@ class ResearcherState(TypedDict):
 class ResearcherOutputState(TypedDict):
     """
     Output state for the research agent containing final research results.
-
+    
     This represents the final output of the research process with compressed
     research findings and all raw notes from the research process.
     """
diff --git a/src/deep_research_from_scratch/state_scope.py b/src/deep_research_from_scratch/state_scope.py
index 80d0b3f4..1b9228c0 100644
--- a/src/deep_research_from_scratch/state_scope.py
+++ b/src/deep_research_from_scratch/state_scope.py
@@ -22,7 +22,7 @@ class AgentInputState(MessagesState):
 class AgentState(MessagesState):
     """
     Main state for the full multi-agent research system.
-
+    
     Extends MessagesState with additional fields for research coordination.
     Note: Some fields are duplicated across different state classes for proper
     state management between subgraphs and the main workflow.
@@ -43,7 +43,7 @@ class AgentState(MessagesState):
 
 class ClarifyWithUser(BaseModel):
     """Schema for user clarification decision and questions."""
-
+    
     need_clarification: bool = Field(
         description="Whether the user needs to be asked a clarifying question.",
     )
@@ -56,7 +56,7 @@ class ClarifyWithUser(BaseModel):
 
 class ResearchQuestion(BaseModel):
     """Schema for structured research brief generation."""
-
+    
     research_brief: str = Field(
         description="A research question that will be used to guide the research.",
     )
diff --git a/src/deep_research_from_scratch/utils.py b/src/deep_research_from_scratch/utils.py
index ad0bfa82..dc408649 100644
--- a/src/deep_research_from_scratch/utils.py
+++ b/src/deep_research_from_scratch/utils.py
@@ -5,10 +5,12 @@
 including web search capabilities and content summarization tools.
 """
 
+import os
 from pathlib import Path
 from datetime import datetime
 from typing_extensions import Annotated, List, Literal
 
+from langchain_openai import AzureChatOpenAI
 from langchain.chat_models import init_chat_model 
 from langchain_core.messages import HumanMessage
 from langchain_core.runnables import RunnableConfig
@@ -39,7 +41,16 @@ def get_current_dir() -> Path:
 
 # ===== CONFIGURATION =====
 
-summarization_model = init_chat_model(model="openai:gpt-4.1-mini")
+# summarization_model = init_chat_model(model="openai:gpt-4.1-mini")
+model_args = dict(azure_endpoint="https://llm-proxy.perflab.nvidia.com",
+    api_key=os.getenv("PERFLAB_ONEAPI"),
+    api_version="2025-02-01-preview",)
+
+summarization_model = AzureChatOpenAI(
+    deployment_name=os.getenv("SUMMARISATION_MODEL", "gpt-4.1-mini-20250414"),
+    temperature=0.0, **model_args
+)
+
 tavily_client = TavilyClient()
 
 # ===== SEARCH FUNCTIONS =====
@@ -61,7 +72,7 @@ def tavily_search_multiple(
     Returns:
         List of search result dictionaries
     """
-
+    
     # Execute searches sequentially. Note: yon can use AsyncTavilyClient to parallelize this step.
     search_docs = []
     for query in search_queries:
@@ -77,17 +88,17 @@ def tavily_search_multiple(
 
 def summarize_webpage_content(webpage_content: str) -> str:
     """Summarize webpage content using the configured summarization model.
-
+    
     Args:
         webpage_content: Raw webpage content to summarize
-
+        
     Returns:
         Formatted summary with key excerpts
     """
     try:
         # Set up structured output model for summarization
         structured_model = summarization_model.with_structured_output(Summary)
-
+        
         # Generate summary
         summary = structured_model.invoke([
             HumanMessage(content=summarize_webpage_prompt.format(
@@ -95,49 +106,49 @@ def summarize_webpage_content(webpage_content: str) -> str:
                 date=get_today_str()
             ))
         ])
-
+        
         # Format summary with clear structure
         formatted_summary = (
             f"<summary>\n{summary.summary}\n</summary>\n\n"
             f"<key_excerpts>\n{summary.key_excerpts}\n</key_excerpts>"
         )
-
+        
         return formatted_summary
-
+        
     except Exception as e:
         print(f"Failed to summarize webpage: {str(e)}")
         return webpage_content[:1000] + "..." if len(webpage_content) > 1000 else webpage_content
 
 def deduplicate_search_results(search_results: List[dict]) -> dict:
     """Deduplicate search results by URL to avoid processing duplicate content.
-
+    
     Args:
         search_results: List of search result dictionaries
-
+        
     Returns:
         Dictionary mapping URLs to unique results
     """
     unique_results = {}
-
+    
     for response in search_results:
         for result in response['results']:
             url = result['url']
             if url not in unique_results:
                 unique_results[url] = result
-
+    
     return unique_results
 
 def process_search_results(unique_results: dict) -> dict:
     """Process search results by summarizing content where available.
-
+    
     Args:
         unique_results: Dictionary of unique search results
-
+        
     Returns:
         Dictionary of processed results with summaries
     """
     summarized_results = {}
-
+    
     for url, result in unique_results.items():
         # Use existing content if no raw content for summarization
         if not result.get("raw_content"):
@@ -145,34 +156,34 @@ def process_search_results(unique_results: dict) -> dict:
         else:
             # Summarize raw content for better processing
             content = summarize_webpage_content(result['raw_content'])
-
+        
         summarized_results[url] = {
             'title': result['title'],
             'content': content
         }
-
+    
     return summarized_results
 
 def format_search_output(summarized_results: dict) -> str:
     """Format search results into a well-structured string output.
-
+    
     Args:
         summarized_results: Dictionary of processed search results
-
+        
     Returns:
         Formatted string of search results with clear source separation
     """
     if not summarized_results:
         return "No valid search results found. Please try different search queries or use a different search API."
-
+    
     formatted_output = "Search results: \n\n"
-
+    
     for i, (url, result) in enumerate(summarized_results.items(), 1):
         formatted_output += f"\n\n--- SOURCE {i}: {result['title']} ---\n"
         formatted_output += f"URL: {url}\n\n"
         formatted_output += f"SUMMARY:\n{result['content']}\n\n"
         formatted_output += "-" * 80 + "\n"
-
+    
     return formatted_output
 
 # ===== RESEARCH TOOLS =====
@@ -213,26 +224,23 @@ def tavily_search(
 @tool(parse_docstring=True)
 def think_tool(reflection: str) -> str:
     """Tool for strategic reflection on research progress and decision-making.
-
+    
     Use this tool after each search to analyze results and plan next steps systematically.
     This creates a deliberate pause in the research workflow for quality decision-making.
-
+    
     When to use:
     - After receiving search results: What key information did I find?
     - Before deciding next steps: Do I have enough to answer comprehensively?
     - When assessing research gaps: What specific information am I still missing?
     - Before concluding research: Can I provide a complete answer now?
-
+    
     Reflection should address:
     1. Analysis of current findings - What concrete information have I gathered?
     2. Gap assessment - What crucial information is still missing?
     3. Quality evaluation - Do I have sufficient evidence/examples for a good answer?
     4. Strategic decision - Should I continue searching or provide my answer?
-
+    
     Args:
         reflection: Your detailed reflection on research progress, findings, gaps, and next steps
-
-    Returns:
-        Confirmation that reflection was recorded for decision-making
     """
     return f"Reflection recorded: {reflection}"