diff --git a/notebooks/1_scoping.ipynb b/notebooks/1_scoping.ipynb index dcf78dfe..4d375bdd 100644 --- a/notebooks/1_scoping.ipynb +++ b/notebooks/1_scoping.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 35, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -314,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -345,15 +345,18 @@ "from langchain_core.messages import HumanMessage, AIMessage, get_buffer_string\n", "from langgraph.graph import StateGraph, START, END\n", "from langgraph.types import Command\n", + "import platform\n", "\n", "from deep_research_from_scratch.prompts import clarify_with_user_instructions, transform_messages_into_research_topic_prompt\n", "from deep_research_from_scratch.state_scope import AgentState, ClarifyWithUser, ResearchQuestion, AgentInputState\n", "\n", "# ===== UTILITY FUNCTIONS =====\n", "\n", + "\n", "def get_today_str() -> str:\n", - " \"\"\"Get current date in a human-readable format.\"\"\"\n", - " return datetime.now().strftime(\"%a %b %-d, %Y\")\n", + " day_format = \"%-d\" if platform.system() != \"Windows\" else \"%#d\"\n", + " return datetime.now().strftime(f\"%a %b {day_format}, %Y\")\n", + "\n", "\n", "# ===== CONFIGURATION =====\n", "\n", @@ -435,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -462,8 +465,10 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 14, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -486,14 +491,14 @@ "data": { "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       " Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  \n",
+       " Could you clarify what criteria are most important to you when determining the 'best' coffee shops? For         \n",
        " example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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 Could you clarify 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\n" ] @@ -513,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -537,14 +542,14 @@ "data": { "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       " Could you please specify what criteria are most important to you when determining the 'best' coffee shops? For  \n",
+       " Could you clarify what criteria are most important to you when determining the 'best' coffee shops? For         \n",
        " example, are you interested in coffee quality, ambiance, Wi-Fi availability, food options, or something else?   \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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 Could you clarify 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\n" ] @@ -598,34 +603,36 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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 as reflected in expert reviews and customer feedback. I  \n",
+       "have not specified preferences regarding ambiance, Wi-Fi availability, food options, price range, or location      \n",
+       "within San Francisco, so these aspects should be treated as open considerations and not prioritized unless they    \n",
+       "directly impact coffee quality. I prefer to reference official coffee shop websites, reputable review platforms    \n",
+       "(such as Yelp, Google Reviews, or Coffee Review), and expert sources for information on coffee quality. The goal is\n",
+       "to compile a list of top San Francisco coffee shops distinguished by the quality of their coffee, as of August     \n",
+       "2025.                                                                                                              \n",
        "
\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 as reflected in expert reviews and customer feedback. I \n", + "have not specified preferences regarding ambiance, Wi-Fi availability, food options, price range, or location \n", + "within San Francisco, so these aspects should be treated as open considerations and not prioritized unless they \n", + "directly impact coffee quality. I prefer to reference official coffee shop websites, reputable review platforms \n", + "(such as Yelp, Google Reviews, or Coffee Review), and expert sources for information on coffee quality. The goal is\n", + "to compile a list of top San Francisco coffee shops distinguished by the quality of their coffee, as of August \n", + "2025. \n" ] }, - "execution_count": 7, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -688,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -716,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -767,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -848,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1014,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1109,7 +1116,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1271,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1335,15 +1342,15 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "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-3f0466d3' at:\n", + "https://smith.langchain.com/o/ea6bee4b-d859-4526-9f9f-9864ca86fcf3/datasets/a5b469ca-f394-4eb1-ab5e-0053f9250507/compare?selectedSessions=df1a31c7-2d1d-4713-984a-aed2b9b32749\n", "\n", "\n" ] @@ -1351,7 +1358,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ebd9fd0be3db4f26964382ae770e7b6d", + "model_id": "70bf16d1f2964ce9abd0d404e52f2140", "version_major": 2, "version_minor": 0 }, @@ -1361,19 +1368,6 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -1423,7 +1417,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.1" + "version": "3.12.6" } }, "nbformat": 4, diff --git a/notebooks/2_research_agent.ipynb b/notebooks/2_research_agent.ipynb index 93fe937e..bf8b6a7c 100644 --- a/notebooks/2_research_agent.ipynb +++ b/notebooks/2_research_agent.ipynb @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -393,12 +393,14 @@ "\n", "from deep_research_from_scratch.state_research import Summary\n", "from deep_research_from_scratch.prompts import summarize_webpage_prompt\n", + "import platform\n", "\n", "# ===== UTILITY FUNCTIONS =====\n", "\n", "def get_today_str() -> str:\n", " \"\"\"Get current date in a human-readable format.\"\"\"\n", - " return datetime.now().strftime(\"%a %b %-d, %Y\")\n", + " day_format = \"%-d\" if platform.system() != \"Windows\" else \"%#d\"\n", + " return datetime.now().strftime(f\"%a %b {day_format}, %Y\")\n", "\n", "def get_current_dir() -> Path:\n", " \"\"\"Get the current directory of the module.\n", @@ -669,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -707,7 +709,7 @@ "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 = init_chat_model(model=\"openai:gpt-4.1\")\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", @@ -830,7 +832,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -902,347 +904,31 @@ "metadata": {}, "output_type": "display_data" }, - { - "data": { - "text/html": [ - "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       " I'll help you research the best coffee shops in San Francisco based specifically on coffee quality. Let me      \n",
-       " start with a comprehensive search to identify highly-rated coffee shops and their quality assessments.          \n",
-       "                                                                                                                 \n",
-       " 🔧 Tool Call: tavily_search                                                                                     \n",
-       "    Args: {                                                                                                      \n",
-       "   \"query\": \"best coffee shops San Francisco 2024 2025 coffee quality specialty coffee roasters reviews\"         \n",
-       " }                                                                                                               \n",
-       "    ID: toolu_011Gqpvy2aoj5z3UP6Y8SixU                                                                           \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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 \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 } \u001b[37m│\u001b[0m\n", - "\u001b[37m│\u001b[0m ID: toolu_011Gqpvy2aoj5z3UP6Y8SixU \u001b[37m│\u001b[0m\n", - "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Search results:                                                                                                 \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --- SOURCE 1: Best Coffee Roaster San Francisco, CA - Last Updated August 2025 ---                              \n",
-       " URL: https://m.yelp.com/search?find_desc=Best+Coffee+Roaster&find_loc=San+Francisco%2C+CA                       \n",
-       "                                                                                                                 \n",
-       " SUMMARY:                                                                                                        \n",
-       " Best Coffee Roaster Near San Francisco, California · 1. Graffeo Coffee Roasting Company. 4.7 (196 reviews) · 2. \n",
-       " Andytown Coffee Roasters. 4.5 (1.1k reviews) · 3.                                                               \n",
-       "                                                                                                                 \n",
-       " --------------------------------------------------------------------------------                                \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF ---                                       \n",
-       " URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco                                                  \n",
-       "                                                                                                                 \n",
-       " SUMMARY:                                                                                                        \n",
-       " <summary>                                                                                                       \n",
-       " San Francisco is globally renowned for its rich coffee culture, being the birthplace of influential coffee      \n",
-       " trends and establishments such as Wrecking Ball Coffee, which introduced the \"waves of coffee\" terminology. The \n",
-       " city has embraced diverse coffee styles, notably Yemeni coffee promoted by figures like Mokhtar Alkhanshali of  \n",
-       " Port of Mokha and Delah Coffee House. Traditional coffee culture landmarks include the origin of Irish Coffee   \n",
-       " and early Italian espresso influence. The latest list of the 16 best coffee shops in San Francisco reflects     \n",
-       " dynamic changes, with new additions like Caffe Trieste, the Coffee Movement at Side A, and Cafe Shoji replacing \n",
-       " others. These shops are celebrated for their expertly brewed coffee, unique beverages, and community-oriented   \n",
-       " atmospheres.                                                                                                    \n",
-       "                                                                                                                 \n",
-       " Highlighted coffee shops include:                                                                               \n",
-       "                                                                                                                 \n",
-       " - Saint Frank Coffee: Known for its minimal aesthetic, high-quality Bolivian coffees, and expansion with new    \n",
-       " locations including Juniper and SoMa.                                                                           \n",
-       " - Outset Coffee: Innovators of fruit-infused coffee drinks like their Ethiopian coffee Americano with orange    \n",
-       " juice and jasmine tea.                                                                                          \n",
-       " - Scullery: Specialty coffee serving East Bay’s Mother Tongue Coffee, offering quality fare in the Tenderloin   \n",
-       " area.                                                                                                           \n",
-       " - Sextant Coffee Roasters: Emphasizes direct relationships with Ethiopian, Kenyan, and Colombian growers, with  \n",
-       " notable expansion.                                                                                              \n",
-       " - Telescope Coffee: Offers creative seasonal drinks and a unique atmosphere in SoMa.                            \n",
-       " - Abanico Coffee Roasters: A Latino-owned Mission District shop with Latin American coffee influences.          \n",
-       " - SPRO - Mission Dolores/Castro: Creative coffee concoctions including a Cold Fashioned cold brew cocktail.     \n",
-       " - Grand Coffee: Established 11 years ago with a second location, serving Mission Street with specialty brews.   \n",
-       " - Hey Neighbor Cafe: Bayview’s cozy shop famed for quality beans and a unique mascot, a co-owner's cat.         \n",
-       " - Excelsior Coffee: A Black and brown-owned specialty coffee shop known for its strong roasts and chai.         \n",
-       " - Andytown Coffee Roasters: West side favorite with Guatemalan espresso and seasonal affogatos.                 \n",
-       " - Hi NRG: A pop-up with Hong Kong-inspired lattes and vibrant cultural energy.                                  \n",
-       " - Paper Son: Merges Asian American heritage with coffee innovation; known for espresso passionfruit tonic.      \n",
-       " - Shoji: A trendy SoMa venue offering both coffee and award-winning tea, with coffee from MAME roasters.        \n",
-       " - Caffe Trieste: A historic North Beach landmark linked to cultural icons and dark, sweet espresso.             \n",
-       " - The Coffee Movement at Side A: Collaborative coffee and doughnut spot with a relaxed atmosphere.              \n",
-       "                                                                                                                 \n",
-       " The list reflects San Francisco’s coffee evolution encompassing heritage, diversity, and innovative approaches  \n",
-       " to beverage crafting, underscoring the city’s ongoing influence in the global coffee scene.                     \n",
-       " </summary>                                                                                                      \n",
-       "                                                                                                                 \n",
-       " <key_excerpts>                                                                                                  \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   \n",
-       " New Montgomery streets takes the form to the next level.\", \"Sextant founder Kinani Ahmed works directly with    \n",
-       " Ethiopian, Kenyan, and Colombian growers, making high-end but affordable beans to-go.\", \"Paper Son pop-up is a  \n",
-       " crowning achievement in the city’s vast coffee game, merging his Asian American heritage with his top-tier      \n",
-       " espresso and pour-over skills.\", \"Caffe Trieste is indeed one of the touchstones for Godfather fans... The      \n",
-       " coffee won’t blow your mind; it’s dark as midnight and sweet as sin, as it’s been written.\"                     \n",
-       " </key_excerpts>                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --------------------------------------------------------------------------------                                \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --- SOURCE 3: Recently moved to San Francisco, looking for good coffee place ... ---                            \n",
-       " URL: https://www.reddit.com/r/AskSF/comments/1di0g1l/recently_moved_to_san_francisco_looking_for_good/          \n",
-       "                                                                                                                 \n",
-       " SUMMARY:                                                                                                        \n",
-       " Personally, Coffee Movement and St. Frank are my favs with Sightglass and Ritual being the more “chain” backup  \n",
-       " (read: you can always find one of                                                                               \n",
-       "                                                                                                                 \n",
-       " --------------------------------------------------------------------------------                                \n",
-       "                                                                                                                 \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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 Search results: \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 1: Best Coffee Roaster San Francisco, CA - Last Updated August 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 \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 \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 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 \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 \"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 \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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
        "                                                                                                                 \n",
-       " 🔧 Tool Call: think_tool                                                                                        \n",
-       "    Args: {                                                                                                      \n",
-       "   \"reflection\": \"From this initial search, I've gathered some excellent information about San Francisco's top   \n",
-       " coffee shops with a focus on quality. Key findings:\\n\\n**High-Quality Coffee Shops Identified:**\\n1. Saint      \n",
-       " Frank Coffee - described as \\\"to San Francisco coffee as Dungeness crab is to San Francisco restaurants\\\" -     \n",
-       " suggests exceptional quality and local significance\\n2. Sextant Coffee Roasters - works directly with           \n",
-       " Ethiopian, Kenyan, and Colombian growers for high-end but affordable beans\\n3. Andytown Coffee Roasters -       \n",
-       " highly rated (4.5 stars, 1.1k reviews) and mentioned as a \\\"West side favorite with Guatemalan espresso\\\"\\n4.   \n",
-       " Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp\\n5. Outset Coffee - innovators \n",
-       " with fruit-infused coffee drinks using Ethiopian coffee\\n6. Paper Son - described as \\\"crowning achievement\\\"   \n",
-       " with top-tier espresso and pour-over skills\\n7. Sightglass and Ritual - mentioned as quality \\\"chain\\\"          \n",
-       " options\\n\\n**What I still need:**\\n- More specific information about coffee quality assessments from expert     \n",
-       " sources\\n- Information from specialty coffee organizations or professional reviews\\n- More detailed analysis of \n",
-       " what makes each shop's coffee quality exceptional\\n- Customer feedback specifically about coffee quality rather \n",
-       " than general atmosphere\\n- Any specialty coffee certifications or awards\\n\\nI should search for more expert     \n",
-       " reviews and specialty coffee industry recognition next.\"                                                        \n",
-       " }                                                                                                               \n",
-       "    ID: toolu_01NqrUM8WxNUz1ZGtq6mWXe7                                                                           \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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: 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 } \u001b[37m│\u001b[0m\n", - "\u001b[37m│\u001b[0m ID: toolu_01NqrUM8WxNUz1ZGtq6mWXe7 \u001b[37m│\u001b[0m\n", - "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Reflection recorded: From this initial search, I've gathered some excellent information about San Francisco's   \n",
-       " top coffee shops with a focus on quality. Key findings:                                                         \n",
-       "                                                                                                                 \n",
-       " **High-Quality Coffee Shops Identified:**                                                                       \n",
-       " 1. Saint Frank Coffee - described as \"to San Francisco coffee as Dungeness crab is to San Francisco             \n",
-       " restaurants\" - suggests exceptional quality and local significance                                              \n",
-       " 2. Sextant Coffee Roasters - works directly with Ethiopian, Kenyan, and Colombian growers for high-end but      \n",
-       " affordable beans                                                                                                \n",
-       " 3. Andytown Coffee Roasters - highly rated (4.5 stars, 1.1k reviews) and mentioned as a \"West side favorite     \n",
-       " with Guatemalan espresso\"                                                                                       \n",
-       " 4. Graffeo Coffee Roasting Company - highest rated (4.7 stars, 196 reviews) on Yelp                             \n",
-       " 5. Outset Coffee - innovators with fruit-infused coffee drinks using Ethiopian coffee                           \n",
-       " 6. Paper Son - described as \"crowning achievement\" with top-tier espresso and pour-over skills                  \n",
-       " 7. Sightglass and Ritual - mentioned as quality \"chain\" options                                                 \n",
-       "                                                                                                                 \n",
-       " **What I still need:**                                                                                          \n",
-       " - More specific information about coffee quality assessments from expert sources                                \n",
-       " - Information from specialty coffee organizations or professional reviews                                       \n",
-       " - More detailed analysis of what makes each shop's coffee quality exceptional                                   \n",
-       " - Customer feedback specifically about coffee quality rather than general atmosphere                            \n",
-       " - Any specialty coffee certifications or awards                                                                 \n",
-       "                                                                                                                 \n",
-       " I should search for more expert reviews and specialty coffee industry recognition next.                         \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
        "                                                                                                                 \n",
        " 🔧 Tool Call: tavily_search                                                                                     \n",
        "    Args: {                                                                                                      \n",
-       "   \"query\": \"San Francisco coffee shops specialty coffee association awards Coffee Review ratings Saint Frank    \n",
-       " Sextant Andytown\"                                                                                               \n",
+       "   \"query\": \"Best coffee shops in San Francisco 2025 ranked by coffee quality (expert reviews, Coffee Review,    \n",
+       " Specialty Coffee Association, direct customer ratings)\"                                                         \n",
        " }                                                                                                               \n",
-       "    ID: toolu_01JcXzDq9TAxbVW9T7J3W41B                                                                           \n",
+       "    ID: call_SSL4tjbbSBxSek4q69wHOwdd                                                                            \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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\": \"Best coffee shops in San Francisco 2025 ranked by coffee quality (expert reviews, Coffee Review, \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Specialty Coffee Association, direct customer ratings)\" \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: call_SSL4tjbbSBxSek4q69wHOwdd \u001b[37m│\u001b[0m\n", "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -1257,75 +943,81 @@ " \n", " \n", " \n", - " --- SOURCE 1: TOP 10 BEST Coffee Houses in San Francisco, CA - Yelp --- \n", - " URL: https://www.yelp.com/search?find_desc=Coffee+Houses&find_loc=San+Francisco%2C+CA \n", + " --- SOURCE 1: Best Coffee San Francisco, CA - Last Updated August 2025 --- \n", + " URL: https://m.yelp.com/search?find_desc=best+coffee&find_loc=San+Francisco%2C+CA \n", " \n", " SUMMARY: \n", - " 1. Sightglass Coffee 4.0 (2.1k reviews) 1.9 mi $$ Good coffee, not great. This is a very busy coffee house, \n", - " with another counter on the second floor. \n", + " 1. Paper Son Coffee. 4.5 (46 reviews). 2.8 mi · 2. The Coffee Movement. 4.7 (698 reviews). 2.7 mi · 3. \n", + " Sightglass Coffee. 4.0 (2.1k reviews). 1.9 mi · 4. Progeny \n", " \n", " -------------------------------------------------------------------------------- \n", " \n", " \n", - " --- SOURCE 2: The Absolute Best San Francisco Coffee Shops - Eater SF --- \n", - " URL: https://sf.eater.com/maps/best-coffee-shops-san-francisco \n", + " --- SOURCE 2: The Best Coffee Shops in San Francisco in 2025 (Ranking) --- \n", + " URL: https://coffeewithdamian.com/blog/best-coffee-shops-in-san-francisco/ \n", " \n", " SUMMARY: \n", " <summary> \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 \n", - " historically significant for the creation of the Irish Coffee and the popularization of Italian espresso \n", - " culture in the U.S., along with the invention of vacuum-sealed coffee. This article highlights 16 of the best \n", - " coffee shops currently sustaining San Francisco's coffee legacy. Notable shops include Saint Frank Coffee, \n", - " known for Bolivian coffee and stylish service with multiple locations; Outset Coffee, specializing in \n", - " innovative fruit coffee drinks; The Scullery, offering East Bay's Mother Tongue coffee and quality toast in \n", - " Tenderloin; Sextant Coffee Roasters, whose founder collaborates directly with growers and offers affordable \n", - " high-end beans; Telescope Coffee in SoMa, featuring unique seasonal drinks like honeycomb lattes and signature \n", - " strawberry milk; Abanico Coffee Roasters in the Mission with El Salvadoran influences and specialty drinks; \n", - " SPRO with inventive mixed coffee cocktails and multiple city locations; Grand Coffee with a new spacious \n", - " location and quality Chemex brews; Hey Neighbor Cafe in Bayview, popular for its toast and ties to local bakery \n", - " Rize Up; Excelsior Coffee, a Black and brown-owned shop providing strong but balanced roasts; Andytown Coffee \n", - " Roasters, beloved on the west side with Guatemalan espresso and signature affogatos; Hi NRG, a pop-up offering \n", - " Hong Kong-inspired lattes; Paper Son, merging Asian American heritage with innovative espresso drinks; Shoji, \n", - " known for high-quality tea and coffee service by award-winning baristas; Caffe Trieste, famed for its vintage \n", - " coffee culture and ties to film history; and The Coffee Movement at Side A, combining coffee with doughnuts and \n", - " soft serve in a relaxed setting. The list reflects recent updates with some shops removed and others added, \n", - " demonstrating San Francisco's evolving but enduring coffee scene. \n", + " The webpage presents a ranking and detailed review of the best coffee shops in San Francisco as of 2025, \n", + " authored by Damian, a coffee enthusiast and photographer. The highlighted coffee shop is Saint Frank Coffee \n", + " located at 2340 Polk St, Russian Hill, San Francisco, scoring an overall 8.0 out of 10. Damian praises the \n", + " friendly staff, excellent coffee quality, and inviting atmosphere, recommending it as a perfect place to spend \n", + " an entire day. The review includes ratings for price, espresso, cappuccino, food (almond croissant), \n", + " atmosphere, and music. Damian emphasizes that the rankings reflect his subjective opinion and invites readers \n", + " to share their own experiences or request further reviews. The site also offers additional resources like a \n", + " Coffee Flavor Wheel for enhanced coffee tasting experiences and features other blog topics related to \n", + " photography, travel, and Catholic themes. \n", " </summary> \n", " \n", " <key_excerpts> \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 \n", - " green tea, and orange syrup.\", \"Sextant founder Kinani Ahmed works directly with Ethiopian, Kenyan, and \n", - " Colombian growers, making high-end but affordable beans to-go.\", \"SPRO is known for its playful and inventive \n", - " coffee drinks, including the Cold Fashioned, a cold brew mixed with orange bitters and gum syrup topped with a \n", - " Luxardo cherry and flamed orange twist.\" \n", + " This article focuses on the top selection of the best coffee shops in San Francisco, and the suburbs., After \n", + " research I decided to go to Saint Frank Coffee and it was the jackpot! Super friendly staff, amazing coffee, \n", + " and ambiance that make you want to spend there entire day!, Overall Rank: 8.0, I hope you will enjoy exploring \n", + " those great coffee shops, and remember that it is my subjective opinion, your taste can be different than mine \n", + " and you can find some coffee or places better or worse., Engage with your morning coffee in a completely new \n", + " way, taste coffee like never before, and learn more about the flavor, acidity, texture, and aftertaste of \n", + " coffee. \n", " </key_excerpts> \n", " \n", " -------------------------------------------------------------------------------- \n", " \n", " \n", - " --- SOURCE 3: Battle of SF Coffee 2025☕ : r/sanfrancisco - Reddit --- \n", - " URL: https://www.reddit.com/r/sanfrancisco/comments/1li7ro2/battle_of_sf_coffee_2025/ \n", + " --- SOURCE 3: Best 9 Coffee Shops in San Francisco in 2025 --- \n", + " URL: https://coffee-rank.com/best-coffee-shops-in-san-francisco/ \n", " \n", " SUMMARY: \n", " <summary> \n", - " The webpage is a Reddit post from the r/sanfrancisco community titled \"Battle of SF Coffee 2025☕️🏆,\" initiated \n", - " by user SoundsByEYE approximately 16 days ago. The post is designed as a community-driven event to identify the \n", - " best coffee shops in San Francisco for the year 2025. It invites members to participate by upvoting their \n", - " favorite coffee spots listed in the thread, adding new coffee shop recommendations not already mentioned, and \n", - " sharing opinions or notes on quality and offerings. The goal is to foster engagement within the San Francisco \n", - " community to discover and celebrate the city's top coffee venues through collective input and voting. \n", + " The webpage presents a detailed review and guide to the best nine coffee shops in San Francisco for 2025, \n", + " authored by Angela Hudyakova of coffee-rank.com. Highlighting San Francisco's vibrant coffee culture comparable \n", + " to cities like Seattle and Portland, the article features notable coffee shops with descriptions of their \n", + " offerings, locations, and hours. Key establishments include Sightglass Coffee (three locations, offering \n", + " vintage decor, freshly baked pastries from Neighbor Bakehouse, and coffee equipment sales), Coffee Bar (two \n", + " locations near Union Square with artisan drinks and Vietnamese cold brew), Mazarine Coffee (modern coffeehouse \n", + " near Montgomery BART with specialty beverages and brunch options), Ritual Coffee Roasters (multiple San \n", + " Francisco locations featuring roasted beans, a variety of brewing methods, and specialty drinks), Antigua \n", + " Coffee Co (cafes in South San Francisco serving extensive food and drink menus including light alcoholic \n", + " beverages), Jane (a small franchise roasting and brewing in-house with multiple stores offering pastries and \n", + " all-day breakfast), The Buena Vista Cafe (retro-style coffee shop at Fisherman’s Wharf known for Irish Coffee \n", + " and Mexican-influenced drinks alongside full meals), Park Cafe Life (a series of park-based cafes offering \n", + " coffee, cocktails, food, and delivery options), and Home Coffee Roasters (locations in Richmond, Chinatown, and \n", + " Sunset neighborhoods, known for unique flavored drinks and food like avocado toasts). The webpage also provides \n", + " social media links, contact information, and operational hours for each shop, emphasizing quality coffee, \n", + " specialty drinks, and varied menus to suit different customer moods and needs. \n", " </summary> \n", " \n", " <key_excerpts> \n", - " Battle of SF Coffee 2025☕️🏆, This should be fun and a great way to try some new spots and see what the \n", - " consensus is in the city!, Here are the guidelines: 1. Check to see if your spot is in the thread first. Upvote \n", - " your favorite coffee shops in the thread; 2. Comment your favorite SF coffee spots that have not been posted. \n", - " If you have thoughts on that spot drop it in that comment thread 🔑; 3. Upvote the other spots you \n", - " like/Downvote the spots you think could be better., May the best coffee win! ☕️ 🏆 \n", + " Bay City may be notorious for its counter-culture nightlife, but San Francisco coffee shops can hold up their \n", + " own with other coffee cities like Seattle and Portland. Sightglass Coffee features freshly-baked pastry \n", + " delivered from Neighbor Bakehouse and offers everything from single-origin beans to pro brewing equipment. \n", + " Coffee Bar’s Vietnamese cold brew is steeped over 24 hours over ice and mixed with condensed milk for extra \n", + " sweetness. Mazarine Coffee offers specialty beverages such as sparkling hibiscus and half-and-half raf along \n", + " with an impressive brunch menu. Ritual Coffee Roasters provides roasted coffee beans for popular brewing \n", + " methods including French press, Hario v60, Aeropress, and Chemex with specialty drinks like Cherry Bomb cold \n", + " brew. Antigua Coffee serves light alcoholic drinks including beer, wine, sangria, michelada, and mimosas \n", + " alongside coffee. The Buena Vista Cafe is a retro-style coffee shop with arguably the best view in San \n", + " Francisco, known for authentic Irish Coffee. Park Cafe Life offers office and home delivery and supports a \n", + " kid’s menu as well as various specials. Home Coffee Roasters emphasizes novelty drinks with unique flavors and \n", + " serves toast and ice cream in addition to classic coffee. \n", " </key_excerpts> \n", " \n", " -------------------------------------------------------------------------------- \n", @@ -1339,75 +1031,81 @@ "\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: Best Coffee San Francisco, CA - Last Updated August 2025 --- \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m URL: https://m.yelp.com/search?find_desc=best+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. Paper Son Coffee. 4.5 (46 reviews). 2.8 mi · 2. The Coffee Movement. 4.7 (698 reviews). 2.7 mi · 3. \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Sightglass Coffee. 4.0 (2.1k reviews). 1.9 mi · 4. Progeny \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: The Best Coffee Shops in San Francisco in 2025 (Ranking) --- \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m URL: https://coffeewithdamian.com/blog/best-coffee-shops-in-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 \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 webpage presents a ranking and detailed review of the best coffee shops in San Francisco as of 2025, \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m authored by Damian, a coffee enthusiast and photographer. The highlighted coffee shop is Saint Frank Coffee \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m located at 2340 Polk St, Russian Hill, San Francisco, scoring an overall 8.0 out of 10. Damian praises the \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m friendly staff, excellent coffee quality, and inviting atmosphere, recommending it as a perfect place to spend \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m an entire day. The review includes ratings for price, espresso, cappuccino, food (almond croissant), \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m atmosphere, and music. Damian emphasizes that the rankings reflect his subjective opinion and invites readers \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m to share their own experiences or request further reviews. The site also offers additional resources like a \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Coffee Flavor Wheel for enhanced coffee tasting experiences and features other blog topics related to \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m photography, travel, and Catholic themes. \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 \"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 This article focuses on the top selection of the best coffee shops in San Francisco, and the suburbs., After \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m research I decided to go to Saint Frank Coffee and it was the jackpot! Super friendly staff, amazing coffee, \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m and ambiance that make you want to spend there entire day!, Overall Rank: 8.0, I hope you will enjoy exploring \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m those great coffee shops, and remember that it is my subjective opinion, your taste can be different than mine \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m and you can find some coffee or places better or worse., Engage with your morning coffee in a completely new \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m way, taste coffee like never before, and learn more about the flavor, acidity, texture, and aftertaste of \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m coffee. \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 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: Best 9 Coffee Shops in San Francisco in 2025 --- \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m URL: https://coffee-rank.com/best-coffee-shops-in-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 \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 webpage presents a detailed review and guide to the best nine coffee shops in San Francisco for 2025, \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m authored by Angela Hudyakova of coffee-rank.com. Highlighting San Francisco's vibrant coffee culture comparable \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m to cities like Seattle and Portland, the article features notable coffee shops with descriptions of their \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m offerings, locations, and hours. Key establishments include Sightglass Coffee (three locations, offering \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m vintage decor, freshly baked pastries from Neighbor Bakehouse, and coffee equipment sales), Coffee Bar (two \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m locations near Union Square with artisan drinks and Vietnamese cold brew), Mazarine Coffee (modern coffeehouse \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m near Montgomery BART with specialty beverages and brunch options), Ritual Coffee Roasters (multiple San \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Francisco locations featuring roasted beans, a variety of brewing methods, and specialty drinks), Antigua \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Coffee Co (cafes in South San Francisco serving extensive food and drink menus including light alcoholic \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m beverages), Jane (a small franchise roasting and brewing in-house with multiple stores offering pastries and \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m all-day breakfast), The Buena Vista Cafe (retro-style coffee shop at Fisherman’s Wharf known for Irish Coffee \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m and Mexican-influenced drinks alongside full meals), Park Cafe Life (a series of park-based cafes offering \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m coffee, cocktails, food, and delivery options), and Home Coffee Roasters (locations in Richmond, Chinatown, and \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Sunset neighborhoods, known for unique flavored drinks and food like avocado toasts). The webpage also provides \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m social media links, contact information, and operational hours for each shop, emphasizing quality coffee, \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m specialty drinks, and varied menus to suit different customer moods and needs. \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 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 Bay City may be notorious for its counter-culture nightlife, but San Francisco coffee shops can hold up their \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m own with other coffee cities like Seattle and Portland. Sightglass Coffee features freshly-baked pastry \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m delivered from Neighbor Bakehouse and offers everything from single-origin beans to pro brewing equipment. \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Coffee Bar’s Vietnamese cold brew is steeped over 24 hours over ice and mixed with condensed milk for extra \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m sweetness. Mazarine Coffee offers specialty beverages such as sparkling hibiscus and half-and-half raf along \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m with an impressive brunch menu. Ritual Coffee Roasters provides roasted coffee beans for popular brewing \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m methods including French press, Hario v60, Aeropress, and Chemex with specialty drinks like Cherry Bomb cold \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m brew. Antigua Coffee serves light alcoholic drinks including beer, wine, sangria, michelada, and mimosas \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m alongside coffee. The Buena Vista Cafe is a retro-style coffee shop with arguably the best view in San \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Francisco, known for authentic Irish Coffee. Park Cafe Life offers office and home delivery and supports a \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m kid’s menu as well as various specials. Home Coffee Roasters emphasizes novelty drinks with unique flavors and \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m serves toast and ice cream in addition to classic coffee. \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", @@ -1423,46 +1121,44 @@ "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
        "                                                                                                                 \n",
+       "                                                                                                                 \n",
        " 🔧 Tool Call: think_tool                                                                                        \n",
        "    Args: {                                                                                                      \n",
-       "   \"reflection\": \"The second search provided additional context but didn't yield the specific expert reviews or  \n",
-       " specialty coffee organization ratings I was hoping for. However, I did find:\\n\\n**Additional Quality            \n",
-       " Indicators:**\\n- Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \\\"Good coffee, not        \n",
-       " great\\\" - this suggests it may not be top-tier for quality\\n- The Reddit \\\"Battle of SF Coffee 2025\\\" post      \n",
-       " could have community insights but I need to search for more specific results from that discussion\\n\\n**Current  \n",
-       " Top Contenders Based on Quality Indicators:**\\n1. **Saint Frank Coffee** - consistently mentioned as premium    \n",
-       " quality\\n2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing\\n3. **Andytown    \n",
-       " Coffee Roasters** - high ratings and specialty Guatemalan espresso\\n4. **Graffeo Coffee Roasting Company** -    \n",
-       " highest Yelp rating (4.7/5)\\n5. **Paper Son** - described as \\\"crowning achievement\\\" with top-tier skills\\n6.  \n",
-       " **Outset Coffee** - innovative Ethiopian coffee preparations\\n\\n**Still Missing:**\\n- Official coffee industry  \n",
-       " awards or certifications\\n- Detailed customer reviews specifically about coffee quality\\n- Expert coffee        \n",
-       " reviewer ratings\\n- More specific information about roasting practices and bean sourcing\\n\\nI should search for \n",
-       " more detailed reviews and specific coffee quality assessments from customers and experts.\"                      \n",
+       "   \"reflection\": \"I have obtained three recent sources, all from 2025, focused on San Francisco coffee shops and \n",
+       " their quality: (1) a current Yelp ranking, (2) a coffee enthusiast's detailed quality review focusing on Saint  \n",
+       " Frank Coffee, and (3) a comprehensive article reviewing nine top shops with emphasis on coffee quality and      \n",
+       " specialty offerings. While Yelp aggregates broad customer sentiment, the second and third sources provide more  \n",
+       " in-depth individual/expert review and descriptions of coffee quality, specific drinks, and brewing              \n",
+       " methods.\\n\\nMissing: Direct references to specialty coffee certifications (e.g., from Specialty Coffee          \n",
+       " Association or Coffee Review scores) and perhaps more granular taste/coffee-quality comparisons between these   \n",
+       " shops from known coffee industry sources. Also, the list should ensure we're not just echoing popular favorites \n",
+       " but capturing those celebrated for coffee quality above all else.\\n\\nNext: Conduct a targeted search for San    \n",
+       " Francisco shops that have earned recognition by the Specialty Coffee Association, Coffee Review, or similar     \n",
+       " organizations, to add a certification/expert perspective to supplement customer and enthusiast reviews.\"        \n",
        " }                                                                                                               \n",
-       "    ID: toolu_01KeuDYpWJxPzx8JXDLXVXzC                                                                           \n",
+       "    ID: call_t28C1ICyP8x62IJ6JS6iw6eO                                                                            \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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\": \"I have obtained three recent sources, all from 2025, focused on San Francisco coffee shops and \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m their quality: (1) a current Yelp ranking, (2) a coffee enthusiast's detailed quality review focusing on Saint \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Frank Coffee, and (3) a comprehensive article reviewing nine top shops with emphasis on coffee quality and \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m specialty offerings. While Yelp aggregates broad customer sentiment, the second and third sources provide more \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m in-depth individual/expert review and descriptions of coffee quality, specific drinks, and brewing \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m methods.\\n\\nMissing: Direct references to specialty coffee certifications (e.g., from Specialty Coffee \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Association or Coffee Review scores) and perhaps more granular taste/coffee-quality comparisons between these \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m shops from known coffee industry sources. Also, the list should ensure we're not just echoing popular favorites \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m but capturing those celebrated for coffee quality above all else.\\n\\nNext: Conduct a targeted search for San \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Francisco shops that have earned recognition by the Specialty Coffee Association, Coffee Review, or similar \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m organizations, to add a certification/expert perspective to supplement customer and enthusiast reviews.\" \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: call_t28C1ICyP8x62IJ6JS6iw6eO \u001b[37m│\u001b[0m\n", "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -1473,59 +1169,41 @@ "data": { "text/html": [ "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Reflection recorded: The second search provided additional context but didn't yield the specific expert reviews \n",
-       " or specialty coffee organization ratings I was hoping for. However, I did find:                                 \n",
-       "                                                                                                                 \n",
-       " **Additional Quality Indicators:**                                                                              \n",
-       " - Sightglass Coffee appears with 4.0 stars (2.1k reviews) but noted as \"Good coffee, not great\" - this suggests \n",
-       " it may not be top-tier for quality                                                                              \n",
-       " - The Reddit \"Battle of SF Coffee 2025\" post could have community insights but I need to search for more        \n",
-       " specific results from that discussion                                                                           \n",
-       "                                                                                                                 \n",
-       " **Current Top Contenders Based on Quality Indicators:**                                                         \n",
-       " 1. **Saint Frank Coffee** - consistently mentioned as premium quality                                           \n",
-       " 2. **Sextant Coffee Roasters** - direct trade relationships suggest quality sourcing                            \n",
-       " 3. **Andytown Coffee Roasters** - high ratings and specialty Guatemalan espresso                                \n",
-       " 4. **Graffeo Coffee Roasting Company** - highest Yelp rating (4.7/5)                                            \n",
-       " 5. **Paper Son** - described as \"crowning achievement\" with top-tier skills                                     \n",
-       " 6. **Outset Coffee** - innovative Ethiopian coffee preparations                                                 \n",
-       "                                                                                                                 \n",
-       " **Still Missing:**                                                                                              \n",
-       " - Official coffee industry awards or certifications                                                             \n",
-       " - Detailed customer reviews specifically about coffee quality                                                   \n",
-       " - Expert coffee reviewer ratings                                                                                \n",
-       " - More specific information about roasting practices and bean sourcing                                          \n",
-       "                                                                                                                 \n",
-       " I should search for more detailed reviews and specific coffee quality assessments from customers and experts.   \n",
+       " Reflection recorded: I have obtained three recent sources, all from 2025, focused on San Francisco coffee shops \n",
+       " and their quality: (1) a current Yelp ranking, (2) a coffee enthusiast's detailed quality review focusing on    \n",
+       " Saint Frank Coffee, and (3) a comprehensive article reviewing nine top shops with emphasis on coffee quality    \n",
+       " and specialty offerings. While Yelp aggregates broad customer sentiment, the second and third sources provide   \n",
+       " more in-depth individual/expert review and descriptions of coffee quality, specific drinks, and brewing         \n",
+       " methods.                                                                                                        \n",
+       "                                                                                                                 \n",
+       " Missing: Direct references to specialty coffee certifications (e.g., from Specialty Coffee Association or       \n",
+       " Coffee Review scores) and perhaps more granular taste/coffee-quality comparisons between these shops from known \n",
+       " coffee industry sources. Also, the list should ensure we're not just echoing popular favorites but capturing    \n",
+       " those celebrated for coffee quality above all else.                                                             \n",
+       "                                                                                                                 \n",
+       " Next: Conduct a targeted search for San Francisco shops that have earned recognition by the Specialty Coffee    \n",
+       " Association, Coffee Review, or similar organizations, to add a certification/expert perspective to supplement   \n",
+       " customer and enthusiast reviews.                                                                                \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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: I have obtained three recent sources, all from 2025, focused on San Francisco coffee shops \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m and their quality: (1) a current Yelp ranking, (2) a coffee enthusiast's detailed quality review focusing on \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Saint Frank Coffee, and (3) a comprehensive article reviewing nine top shops with emphasis on coffee quality \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m and specialty offerings. While Yelp aggregates broad customer sentiment, the second and third sources provide \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m more in-depth individual/expert review and descriptions of coffee quality, specific drinks, and brewing \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m methods. \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Missing: Direct references to specialty coffee certifications (e.g., from Specialty Coffee Association or \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Coffee Review scores) and perhaps more granular taste/coffee-quality comparisons between these shops from known \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m coffee industry sources. Also, the list should ensure we're not just echoing popular favorites but capturing \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m those celebrated for coffee quality above all else. \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Next: Conduct a targeted search for San Francisco shops that have earned recognition by the Specialty Coffee \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Association, Coffee Review, or similar organizations, to add a certification/expert perspective to supplement \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m customer and enthusiast reviews. \u001b[33m│\u001b[0m\n", "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -1537,24 +1215,24 @@ "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
        "                                                                                                                 \n",
+       "                                                                                                                 \n",
        " 🔧 Tool Call: tavily_search                                                                                     \n",
        "    Args: {                                                                                                      \n",
-       "   \"query\": \"\\\"Saint Frank Coffee\\\" \\\"Sextant Coffee\\\" \\\"Andytown Coffee\\\" San Francisco coffee quality reviews  \n",
-       " roasting awards beans sourcing\"                                                                                 \n",
+       "   \"query\": \"San Francisco coffee shops with Specialty Coffee Association or Coffee Review recognition 2025\"     \n",
        " }                                                                                                               \n",
-       "    ID: toolu_01YEVx3BLKeLVE9SbuDZKb7r                                                                           \n",
+       "    ID: call_z0zWtSWmTERtw2OvJIa3e4xs                                                                            \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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\": \"San Francisco coffee shops with Specialty Coffee Association or Coffee Review recognition 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: call_z0zWtSWmTERtw2OvJIa3e4xs \u001b[37m│\u001b[0m\n", "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -1569,346 +1247,67 @@ " \n", " \n", " \n", - " --- SOURCE 1: Yelp SAINT FRANK COFFEE - Updated August 2025 - 1279 Photos & 1000 Reviews - 2340 Polk St, San \n", - " Francisco, California - Coffee & Tea - Restaurant Reviews - Phone Number - Menu - Yelp --- \n", - " URL: https://www.yelp.com/biz/saint-frank-coffee-san-francisco-2 \n", - " \n", - " SUMMARY: \n", - " <summary> \n", - " Saint Frank Coffee is a popular coffee and tea shop located at 2340 Polk St, San Francisco, CA, in the Russian \n", - " Hill neighborhood. It specializes in coffee and breakfast/brunch items, operating daily from 7:00 AM to 6:00 \n", - " PM. The café boasts a 4.3-star rating based on 996 reviews and has a considerable photo gallery showcasing its \n", - " offerings and ambiance. The menu features popular drinks like the House Almond Macadamia Milk, Honey Lavender \n", - " Latte, Orange Cream Latte, Macadamia Nut Milk, and various lattes and cold brews. The establishment is \n", - " described as hipster, trendy, classy yet casual, and suitable for working. It offers take-out, takes \n", - " reservations, has vegan options, and is wheelchair accessible. Customers have noted the presence of outdoor \n", - " seating. The business can be contacted at (415) 881-8062 and maintains a website at saintfrankcoffee.com. \n", - " </summary> \n", - " \n", - " <key_excerpts> \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, \n", - " Honey Lavender Latte, Orange Cream Latte, and various specialty lattes. The café offers take-out, takes \n", - " reservations, has vegan options, and is wheelchair accessible. The vibe is hipster, trendy, casual, and good \n", - " for working. Outdoor seating is available. \n", - " </key_excerpts> \n", - " \n", - " -------------------------------------------------------------------------------- \n", - " \n", - " \n", - " --- SOURCE 2: Tripadvisor SAINT FRANK COFFEE, San Francisco - 2340 Polk St, Polk Gulch - Restaurant Reviews & \n", - " Phone Number - Tripadvisor --- \n", - " URL: \n", - " https://www.tripadvisor.com/Restaurant_Review-g60713-d5209565-Reviews-Saint_Frank_Coffee-San_Francisco_Californ \n", - " ia.html \n", + " --- SOURCE 1: Coffee Shops South San Francisco, CA - Last Updated August 2025 --- \n", + " URL: https://m.yelp.com/search?find_desc=Coffee+Shops&find_loc=South+San+Francisco%2C+CA \n", " \n", " SUMMARY: \n", - " Saint Frank Coffee , San Francisco : See 68 unbiased reviews of Saint Frank Coffee , rated 4.4 of 5 on \n", - " Tripadvisor and ranked #649 of 3,345 restaurants in San Francisco . \n", + " These are some coffee roasteries with a large number of reviews near South San Francisco, CA: Brothers Cafe \n", + " (1234 reviews). Philz Coffee (1161 reviews). \n", " \n", " -------------------------------------------------------------------------------- \n", " \n", " \n", - " --- SOURCE 3: Saint Frank Coffee - San Francisco --- \n", - " URL: https://www.saintfrankcoffee.com/ \n", - " \n", - " SUMMARY: \n", - " <summary> \n", - " Saint Frank Coffee is a San Francisco-based coffee company offering a variety of coffee products including \n", - " single 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 \n", - " wholesale program and regularly update their customers through newsletters and a blog. The website offers \n", - " accessibility features such as screen-reader mode. \n", - " </summary> \n", - " \n", - " <key_excerpts> \n", - " Sign up and we’ll send you fresh news and perspectives _and_ your first subscription bag free., Relational \n", - " Sourcing, 1604 17th Street, San Francisco, CA 94107, Wholesale program available through the website \n", - " </key_excerpts> \n", - " \n", - " -------------------------------------------------------------------------------- \n", - " \n", - "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", - "
\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 Search results: \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 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 \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 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 \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 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 \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 \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 \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 \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 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 \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 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 \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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       "                                                                                                                 \n",
-       " 🔧 Tool Call: think_tool                                                                                        \n",
-       "    Args: {                                                                                                      \n",
-       "   \"reflection\": \"Good progress! I now have more concrete information about Saint Frank Coffee:\\n\\n**Saint Frank \n",
-       " Coffee Quality Indicators:**\\n- 4.3-star rating on Yelp (996 reviews)\\n- 4.4-star rating on TripAdvisor (68     \n",
-       " reviews), ranked #649 of 3,345 restaurants in SF\\n- Emphasizes \\\"Relational Sourcing\\\" - suggests quality       \n",
-       " sourcing practices\\n- Multiple locations indicating success and growth\\n- Specialty drinks like Honey Lavender  \n",
-       " Latte and Orange Cream Latte\\n- Has wholesale program suggesting commercial success\\n\\n**Current                \n",
-       " Assessment:**\\nSaint Frank appears to be a high-quality operation with solid ratings and good sourcing          \n",
-       " practices. However, I still need more specific information about the other top contenders like Sextant,         \n",
-       " Andytown, and Graffeo. I should search for more detailed information about coffee quality assessments and       \n",
-       " customer feedback specifically about taste and coffee preparation quality.\\n\\n**Next Steps:**\\nI need one more  \n",
-       " targeted search to gather specific customer reviews about coffee quality and any additional expert assessments  \n",
-       " to provide a comprehensive ranking.\"                                                                            \n",
-       " }                                                                                                               \n",
-       "    ID: toolu_01DT4p3qmK7FZJ7bBK2kUhBP                                                                           \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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: 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 } \u001b[37m│\u001b[0m\n", - "\u001b[37m│\u001b[0m ID: toolu_01DT4p3qmK7FZJ7bBK2kUhBP \u001b[37m│\u001b[0m\n", - "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Reflection recorded: Good progress! I now have more concrete information about Saint Frank Coffee:              \n",
-       "                                                                                                                 \n",
-       " **Saint Frank Coffee Quality Indicators:**                                                                      \n",
-       " - 4.3-star rating on Yelp (996 reviews)                                                                         \n",
-       " - 4.4-star rating on TripAdvisor (68 reviews), ranked #649 of 3,345 restaurants in SF                           \n",
-       " - Emphasizes \"Relational Sourcing\" - suggests quality sourcing practices                                        \n",
-       " - Multiple locations indicating success and growth                                                              \n",
-       " - Specialty drinks like Honey Lavender Latte and Orange Cream Latte                                             \n",
-       " - Has wholesale program suggesting commercial success                                                           \n",
-       "                                                                                                                 \n",
-       " **Current Assessment:**                                                                                         \n",
-       " Saint Frank appears to be a high-quality operation with solid ratings and good sourcing practices. However, I   \n",
-       " still need more specific information about the other top contenders like Sextant, Andytown, and Graffeo. I      \n",
-       " should search for more detailed information about coffee quality assessments and customer feedback specifically \n",
-       " about taste and coffee preparation quality.                                                                     \n",
-       "                                                                                                                 \n",
-       " **Next Steps:**                                                                                                 \n",
-       " I need one more targeted search to gather specific customer reviews about coffee quality and any additional     \n",
-       " expert assessments to provide a comprehensive ranking.                                                          \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       "                                                                                                                 \n",
-       " 🔧 Tool Call: tavily_search                                                                                     \n",
-       "    Args: {                                                                                                      \n",
-       "   \"query\": \"Graffeo Coffee Roasting Company Andytown Coffee Sextant Coffee San Francisco customer reviews       \n",
-       " coffee taste quality beans espresso\"                                                                            \n",
-       " }                                                                                                               \n",
-       "    ID: toolu_01KkFmdMzwp3iX8DihJ58jgq                                                                           \n",
-       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "
\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: 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 } \u001b[37m│\u001b[0m\n", - "\u001b[37m│\u001b[0m ID: toolu_01KkFmdMzwp3iX8DihJ58jgq \u001b[37m│\u001b[0m\n", - "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Search results:                                                                                                 \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --- SOURCE 1: Andytown Coffee Roasters | San Francisco Specialty Coffee ---                                     \n",
-       " URL: https://andytownsf.com/?srsltid=AfmBOopIbJM2AWmflHO9G7nXAgj2Hv7rQUna8jIX1A9fPmD5qXJn5h3g                   \n",
+       " --- SOURCE 2: The Best Coffee Shops in San Francisco in 2025 (Ranking) ---                                      \n",
+       " URL: https://coffeewithdamian.com/blog/best-coffee-shops-in-san-francisco/                                      \n",
        "                                                                                                                 \n",
        " SUMMARY:                                                                                                        \n",
        " <summary>                                                                                                       \n",
-       " Andytown Coffee Roasters is offering a 'Happy Fogust' promotion featuring 20% off all 5lb bags of coffee for    \n",
-       " online purchases. Free shipping is automatically applied to orders of $50 or more. Their coffee lineup includes \n",
-       " several single-origin coffees and blends such as Peru Satipo Finca Tasta, Burundi Kayanza Incuti, Indonesia     \n",
-       " Natural East Java Mount Ijen, Short Strand Blend, Wind & Sea Blend, Cold Brew Blend, Shore Leave Hook Blend,    \n",
-       " and Decaf Guatemala Esquipulas. They emphasize sustainable practices as a certified California Green Business,  \n",
-       " focusing on compostable packaging and ethical sourcing, support for local community hiring and events in San    \n",
-       " Francisco, and high product quality through meticulous sourcing and small-batch roasting. The webpage also      \n",
-       " highlights the fruit-forward natural coffee from the Ijen Highlands of East Java, Indonesia, where the volcanic \n",
-       " soil creates ideal coffee-growing conditions, with Kevenka Coffee as a key producer. Additional offerings       \n",
-       " include brewing gear, merchandise, and a full café menu with coffee, pastries, and seasonal treats. Customers   \n",
-       " can view menus and place orders online, and they can follow @ANDYTOWNSF on social media for monthly offers and  \n",
-       " updates.                                                                                                        \n",
+       " The webpage, authored by Damian and published on November 27, 2023, presents a ranking and review of the best   \n",
+       " coffee shops in San Francisco for 2025. Damian, who explores coffee shops globally, provides a subjective but   \n",
+       " detailed evaluation of his preferred spots in San Francisco, focusing on factors such as prices, espresso,      \n",
+       " cappuccino, food items like blueberry muffins or almond croissants, atmosphere, and music, all rated on a 1 to  \n",
+       " 10 scale. The top-ranked coffee shop highlighted is Saint Frank Coffee, located at 2340 Polk St, San Francisco, \n",
+       " CA 94109, with an overall rating of 8.0. It is praised for its friendly staff, excellent coffee, pleasant       \n",
+       " ambiance, and liveable prices (espresso at $4.00, cappuccino at $5.50, and almond croissant at $5.75). The      \n",
+       " review includes rich descriptive content and photography, and Damian invites readers to share their own         \n",
+       " recommendations or requests for reviews. Additionally, the site offers related content on coffee, photography,  \n",
+       " and travel, including a coffee flavor wheel to enhance coffee tasting experiences. Damian also shares his       \n",
+       " personal interests in photography and Catholic culture through the blog. The website encourages subscription    \n",
+       " for weekly insights and engages visitors with downloadable content and contact options. Social media links and  \n",
+       " calls to support the site are also available.                                                                   \n",
        " </summary>                                                                                                      \n",
        "                                                                                                                 \n",
        " <key_excerpts>                                                                                                  \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      \n",
-       " crafting every cup with care and consistency.\"                                                                  \n",
+       " \"The first coffee shop I visited in San Francisco on my last trip, after research I decided to go to Saint      \n",
+       " Frank Coffee and it was the jackpot! Super friendly staff, amazing coffee, and ambiance that make you want to   \n",
+       " spend there entire day!\", \"Prices: Espresso: 8.5 – $4.00, Cappuccino: 8.5 – $5.50, Almond Croissant: 8.0 –      \n",
+       " $5.75, Atmosphere: 8.5, Music: 9.0, Overall Rank: 8.0\", \"I review coffee shops all over the world, and find the \n",
+       " best coffee shops in Chicago or Cape Town. I hope you will enjoy exploring those great coffee shops, and        \n",
+       " remember that it is my subjective opinion, your taste can be different than mine.\", \"Engage with your morning   \n",
+       " coffee in a completely new way, taste coffee like never before, and learn more about the flavor, acidity,       \n",
+       " texture, and aftertaste of coffee.\", \"Everyone should believe that he or she can be an inspiration for others,  \n",
+       " and make the world a better place.\" – Damian                                                                    \n",
        " </key_excerpts>                                                                                                 \n",
        "                                                                                                                 \n",
        " --------------------------------------------------------------------------------                                \n",
        "                                                                                                                 \n",
        "                                                                                                                 \n",
-       " --- SOURCE 2: GRAFFEO COFFEE ROASTING COMPANY - Updated ... ---                                                 \n",
-       " URL: https://www.yelp.com/biz/graffeo-coffee-roasting-company-san-francisco                                     \n",
-       "                                                                                                                 \n",
-       " SUMMARY:                                                                                                        \n",
-       " This is the best coffee, freshly roasted, ground to your specificity, friendly customer service. And if not     \n",
-       " local, they ship! Helpful                                                                                       \n",
-       "                                                                                                                 \n",
-       " --------------------------------------------------------------------------------                                \n",
-       "                                                                                                                 \n",
-       "                                                                                                                 \n",
-       " --- SOURCE 3: Graffeo Coffee ---                                                                                \n",
-       " URL: https://graffeo.com/?srsltid=AfmBOooR5Iosoe2hzeyTsbbZUiyGumR1Ei7BZMCSXI4gU-BV_xvwylFj                      \n",
+       " --- SOURCE 3: Cafe X | San Francisco International Airport ---                                                  \n",
+       " URL: https://www.flysfo.com/passengers/shop-dine-relax/cafe-x-0                                                 \n",
        "                                                                                                                 \n",
        " SUMMARY:                                                                                                        \n",
        " <summary>                                                                                                       \n",
-       " Graffeo Coffee is a family-run artisan coffee roaster based in North Beach, operating since 1935 and committed  \n",
-       " to producing what they consider the world's finest coffee. Their product lineup includes signature blends such  \n",
-       " as Dark Roast, Light Roast, and Swiss Water Decaf — chemical-free decaffeinated coffee that maintains rich      \n",
-       " flavor. The Dark Roast is smooth, rich, and full-bodied, offered at fine hotels and restaurants, while the      \n",
-       " Light Roast is a well-balanced coffee ideal for pour-over brewing. Their Gift Box offers a sampler of these     \n",
-       " coffees with a brewing guide by coffee expert Wolfgang Klinker. The company prides itself on limited blends to  \n",
-       " preserve quality and tradition, managed by Luciano Repetto, who continues roasting from the original North      \n",
-       " Beach storefront inherited from his father. Wholesale partnerships are available via direct contact. Graffeo    \n",
-       " Coffee emphasizes both the art and science of roasting beans, maintaining a legacy passed through generations.  \n",
+       " The webpage provides information about Cafe X, a location within San Francisco International Airport (SFO). It  \n",
+       " includes visual representations such as images of the Cafe X interior and exterior, as well as a location map   \n",
+       " pinpointing Cafe X at Gate B2 in SFO. The page encourages visitors to stay updated on new routes, improvement   \n",
+       " projects, museum exhibitions, and more at the airport. The content is current as of 2025 and is presented by    \n",
+       " San Francisco International Airport.                                                                            \n",
        " </summary>                                                                                                      \n",
        "                                                                                                                 \n",
        " <key_excerpts>                                                                                                  \n",
-       " “To me Graffeo Coffee is rich, full and never bitter.”, \"Our signature Graffeo roast. Smooth, rich and          \n",
-       " full-bodied. Served at some of the world’s finest hotels and restaurants.\", \"Chemical free, Swiss water process \n",
-       " preserves the flavor of the beans when roasting that impresses even ardent 'death before decaf' purists.\", \"A   \n",
-       " sample of our fresh roasted whole bean Dark, Light, and Decaf in an elegant gift-worthy package. Includes       \n",
-       " coffee master Wolfgang Klinker’s brewing guide for a perfect cup.\", \"Luciano Repetto has been steadfastly       \n",
-       " roasting coffee from the same North Beach storefront that he took over from his father decades ago.\"            \n",
+       " Cafe X, located at Gate B2 in San Francisco International Airport, offers travelers a unique experience., Stay  \n",
+       " up to date on new routes, improvement projects, museum exhibitions and much more!, © 2025 San Francisco         \n",
+       " International Airport                                                                                           \n",
        " </key_excerpts>                                                                                                 \n",
        "                                                                                                                 \n",
        " --------------------------------------------------------------------------------                                \n",
@@ -1922,70 +1321,67 @@
        "\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: Coffee Shops South San Francisco, CA - Last Updated August 2025 ---                               \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://m.yelp.com/search?find_desc=Coffee+Shops&find_loc=South+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                                                                                                        \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                                                                                                       \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 \"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                                                                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m These are some coffee roasteries with a large number of reviews near South San Francisco, CA: Brothers Cafe     \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m (1234 reviews). Philz Coffee (1161 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                                                                                                                 \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: The Best Coffee Shops in San Francisco in 2025 (Ranking) ---                                      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://coffeewithdamian.com/blog/best-coffee-shops-in-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 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                                                                                                        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m The webpage, authored by Damian and published on November 27, 2023, presents a ranking and review of the best   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee shops in San Francisco for 2025. Damian, who explores coffee shops globally, provides a subjective but   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m detailed evaluation of his preferred spots in San Francisco, focusing on factors such as prices, espresso,      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m cappuccino, food items like blueberry muffins or almond croissants, atmosphere, and music, all rated on a 1 to  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m 10 scale. The top-ranked coffee shop highlighted is Saint Frank Coffee, located at 2340 Polk St, San Francisco, \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m CA 94109, with an overall rating of 8.0. It is praised for its friendly staff, excellent coffee, pleasant       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m ambiance, and liveable prices (espresso at $4.00, cappuccino at $5.50, and almond croissant at $5.75). The      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m review includes rich descriptive content and photography, and Damian invites readers to share their own         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m recommendations or requests for reviews. Additionally, the site offers related content on coffee, photography,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and travel, including a coffee flavor wheel to enhance coffee tasting experiences. Damian also shares his       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m personal interests in photography and Catholic culture through the blog. The website encourages subscription    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m for weekly insights and engages visitors with downloadable content and contact options. Social media links and  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m calls to support the site are also available.                                                                   \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 \"The first coffee shop I visited in San Francisco on my last trip, after research I decided to go to Saint      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m Frank Coffee and it was the jackpot! Super friendly staff, amazing coffee, and ambiance that make you want to   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m spend there entire day!\", \"Prices: Espresso: 8.5 – $4.00, Cappuccino: 8.5 – $5.50, Almond Croissant: 8.0 –      \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m $5.75, Atmosphere: 8.5, Music: 9.0, Overall Rank: 8.0\", \"I review coffee shops all over the world, and find the \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m best coffee shops in Chicago or Cape Town. I hope you will enjoy exploring those great coffee shops, and        \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m remember that it is my subjective opinion, your taste can be different than mine.\", \"Engage with your morning   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m coffee in a completely new way, taste coffee like never before, and learn more about the flavor, acidity,       \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m texture, and aftertaste of coffee.\", \"Everyone should believe that he or she can be an inspiration for others,  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m and make the world a better place.\" – Damian                                                                    \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 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: Cafe X | San Francisco International Airport ---                                                  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m URL: https://www.flysfo.com/passengers/shop-dine-relax/cafe-x-0                                                 \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                                                                                                        \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 provides information about Cafe X, a location within San Francisco International Airport (SFO). It  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m includes visual representations such as images of the Cafe X interior and exterior, as well as a location map   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m pinpointing Cafe X at Gate B2 in SFO. The page encourages visitors to stay updated on new routes, improvement   \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m projects, museum exhibitions, and more at the airport. The content is current as of 2025 and is presented by    \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m San Francisco International Airport.                                                                            \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 “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 Cafe X, located at Gate B2 in San Francisco International Airport, offers travelers a unique experience., Stay  \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m up to date on new routes, improvement projects, museum exhibitions and much more!, © 2025 San Francisco         \u001b[33m│\u001b[0m\n",
+       "\u001b[33m│\u001b[0m International Airport                                                                                           \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",
@@ -2001,50 +1397,46 @@
       "text/html": [
        "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
        "                                                                                                                 \n",
+       "                                                                                                                 \n",
        " 🔧 Tool Call: think_tool                                                                                        \n",
        "    Args: {                                                                                                      \n",
-       "   \"reflection\": \"Excellent! Now I have comprehensive information about the top coffee shops in San Francisco.   \n",
-       " Let me analyze what I've gathered:\\n\\n**Quality Assessment Summary:**\\n\\n**1. Graffeo Coffee Roasting           \n",
-       " Company**\\n- Highest Yelp rating: 4.7/5 stars (196 reviews)\\n- Family-run since 1935 - indicates consistent     \n",
-       " quality over time\\n- \\\"To me Graffeo Coffee is rich, full and never bitter\\\"\\n- Served at \\\"some of the world's \n",
-       " finest hotels and restaurants\\\"\\n- Traditional artisan roasting approach\\n- Swiss water decaf process           \n",
-       " (chemical-free)\\n\\n**2. Saint Frank Coffee**\\n- Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor\\n-      \n",
-       " \\\"Relational Sourcing\\\" practices\\n- Multiple locations indicate success\\n- Specialty drinks and innovative     \n",
-       " offerings\\n\\n**3. Andytown Coffee Roasters**\\n- 4.5 stars with 1.1k reviews\\n- Certified California Green       \n",
-       " Business\\n- \\\"Meticulous sourcing, small-batch roasting, skilled baristas\\\"\\n- Single-origin coffees and        \n",
-       " specialized blends\\n- Sustainable and ethical sourcing practices\\n- West side favorite with Guatemalan          \n",
-       " espresso\\n\\n**4. Sextant Coffee Roasters**\\n- Direct trade with Ethiopian, Kenyan, and Colombian growers\\n-     \n",
-       " \\\"High-end but affordable beans\\\"\\n- Strong sourcing relationships\\n\\n**5. Paper Son**\\n- Described as          \n",
-       " \\\"crowning achievement\\\" \\n- \\\"Top-tier espresso and pour-over skills\\\"\\n- Innovative Asian American-influenced \n",
-       " drinks\\n\\nI now have enough information to provide a comprehensive, well-supported ranking based on coffee      \n",
-       " quality indicators including ratings, sourcing practices, expert recognition, and customer feedback.\"           \n",
+       "   \"reflection\": \"This targeted search did not uncover clear direct evidence (from 2025) of San Francisco coffee \n",
+       " shops with formal Specialty Coffee Association (SCA) or Coffee Review certification scores/rankings. The        \n",
+       " available results reiterated user/enthusiast-based expert review (Damian's site) and Yelp customer feedback,    \n",
+       " but did not yield SCA/industry-level awards or Coffee Review scores posted for city cafes. Other mentions (such \n",
+       " as Cafe X in the airport) are not related to specialty certifications either.\\n\\nGiven the existing evidence,   \n",
+       " the strongest sources for evaluating coffee quality in San Francisco as of mid-2025 are:\\n- Yelp (customer      \n",
+       " consensus)\\n- Coffee enthusiast/expert blogs with tasting notes (e.g., Coffee With Damian)\\n- Specialty-focused \n",
+       " review articles considering drink quality and variety (coffee-rank.com)\\n\\nSince hard SCA/Coffee Review sources \n",
+       " are not uncovered for local shops, the answer should rely on cross-comparison of customer reviews and detailed  \n",
+       " enthusiast/expert tastings, while explicitly noting the absence of formal industry accolade info for now. This  \n",
+       " produces a comprehensive, evidence-supported list while clarifying methods and sources. No further sources seem \n",
+       " necessary to add materially, so I will proceed to synthesize findings and provide the answer.\"                  \n",
        " }                                                                                                               \n",
-       "    ID: toolu_01EwGbBJXLSqZMgdELhu8F7J                                                                           \n",
+       "    ID: call_jQ5RQ433Xf5rjxRi955qwAgR                                                                            \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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 targeted search did not uncover clear direct evidence (from 2025) of San Francisco coffee \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m shops with formal Specialty Coffee Association (SCA) or Coffee Review certification scores/rankings. The \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m available results reiterated user/enthusiast-based expert review (Damian's site) and Yelp customer feedback, \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m but did not yield SCA/industry-level awards or Coffee Review scores posted for city cafes. Other mentions (such \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m as Cafe X in the airport) are not related to specialty certifications either.\\n\\nGiven the existing evidence, \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m the strongest sources for evaluating coffee quality in San Francisco as of mid-2025 are:\\n- Yelp (customer \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m consensus)\\n- Coffee enthusiast/expert blogs with tasting notes (e.g., Coffee With Damian)\\n- Specialty-focused \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m review articles considering drink quality and variety (coffee-rank.com)\\n\\nSince hard SCA/Coffee Review sources \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m are not uncovered for local shops, the answer should rely on cross-comparison of customer reviews and detailed \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m enthusiast/expert tastings, while explicitly noting the absence of formal industry accolade info for now. This \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m produces a comprehensive, evidence-supported list while clarifying methods and sources. No further sources seem \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m necessary to add materially, so I will proceed to synthesize findings and provide the answer.\" \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: call_jQ5RQ433Xf5rjxRi955qwAgR \u001b[37m│\u001b[0m\n", "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -2055,89 +1447,45 @@ "data": { "text/html": [ "
╭──────────────────────────────────────────────── 🔧 Tool Output ─────────────────────────────────────────────────╮\n",
-       " Reflection recorded: Excellent! Now I have comprehensive information about the top coffee shops in San          \n",
-       " Francisco. Let me analyze what I've gathered:                                                                   \n",
-       "                                                                                                                 \n",
-       " **Quality Assessment Summary:**                                                                                 \n",
-       "                                                                                                                 \n",
-       " **1. Graffeo Coffee Roasting Company**                                                                          \n",
-       " - Highest Yelp rating: 4.7/5 stars (196 reviews)                                                                \n",
-       " - Family-run since 1935 - indicates consistent quality over time                                                \n",
-       " - \"To me Graffeo Coffee is rich, full and never bitter\"                                                         \n",
-       " - Served at \"some of the world's finest hotels and restaurants\"                                                 \n",
-       " - Traditional artisan roasting approach                                                                         \n",
-       " - Swiss water decaf process (chemical-free)                                                                     \n",
-       "                                                                                                                 \n",
-       " **2. Saint Frank Coffee**                                                                                       \n",
-       " - Strong ratings: 4.3 Yelp (996 reviews), 4.4 TripAdvisor                                                       \n",
-       " - \"Relational Sourcing\" practices                                                                               \n",
-       " - Multiple locations indicate success                                                                           \n",
-       " - Specialty drinks and innovative offerings                                                                     \n",
-       "                                                                                                                 \n",
-       " **3. Andytown Coffee Roasters**                                                                                 \n",
-       " - 4.5 stars with 1.1k reviews                                                                                   \n",
-       " - Certified California Green Business                                                                           \n",
-       " - \"Meticulous sourcing, small-batch roasting, skilled baristas\"                                                 \n",
-       " - Single-origin coffees and specialized blends                                                                  \n",
-       " - Sustainable and ethical sourcing practices                                                                    \n",
-       " - West side favorite with Guatemalan espresso                                                                   \n",
-       "                                                                                                                 \n",
-       " **4. Sextant Coffee Roasters**                                                                                  \n",
-       " - Direct trade with Ethiopian, Kenyan, and Colombian growers                                                    \n",
-       " - \"High-end but affordable beans\"                                                                               \n",
-       " - Strong sourcing relationships                                                                                 \n",
-       "                                                                                                                 \n",
-       " **5. Paper Son**                                                                                                \n",
-       " - Described as \"crowning achievement\"                                                                           \n",
-       " - \"Top-tier espresso and pour-over skills\"                                                                      \n",
-       " - Innovative Asian American-influenced drinks                                                                   \n",
-       "                                                                                                                 \n",
-       " I now have enough information to provide a comprehensive, well-supported ranking based on coffee quality        \n",
-       " indicators including ratings, sourcing practices, expert recognition, and customer feedback.                    \n",
+       " Reflection recorded: This targeted search did not uncover clear direct evidence (from 2025) of San Francisco    \n",
+       " coffee shops with formal Specialty Coffee Association (SCA) or Coffee Review certification scores/rankings. The \n",
+       " available results reiterated user/enthusiast-based expert review (Damian's site) and Yelp customer feedback,    \n",
+       " but did not yield SCA/industry-level awards or Coffee Review scores posted for city cafes. Other mentions (such \n",
+       " as Cafe X in the airport) are not related to specialty certifications either.                                   \n",
+       "                                                                                                                 \n",
+       " Given the existing evidence, the strongest sources for evaluating coffee quality in San Francisco as of         \n",
+       " mid-2025 are:                                                                                                   \n",
+       " - Yelp (customer consensus)                                                                                     \n",
+       " - Coffee enthusiast/expert blogs with tasting notes (e.g., Coffee With Damian)                                  \n",
+       " - Specialty-focused review articles considering drink quality and variety (coffee-rank.com)                     \n",
+       "                                                                                                                 \n",
+       " Since hard SCA/Coffee Review sources are not uncovered for local shops, the answer should rely on               \n",
+       " cross-comparison of customer reviews and detailed enthusiast/expert tastings, while explicitly noting the       \n",
+       " absence of formal industry accolade info for now. This produces a comprehensive, evidence-supported list while  \n",
+       " clarifying methods and sources. No further sources seem necessary to add materially, so I will proceed to       \n",
+       " synthesize findings and provide the answer.                                                                     \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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 targeted search did not uncover clear direct evidence (from 2025) of San Francisco \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m coffee shops with formal Specialty Coffee Association (SCA) or Coffee Review certification scores/rankings. The \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m available results reiterated user/enthusiast-based expert review (Damian's site) and Yelp customer feedback, \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m but did not yield SCA/industry-level awards or Coffee Review scores posted for city cafes. Other mentions (such \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m as Cafe X in the airport) are not related to specialty certifications either. \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Given the existing evidence, the strongest sources for evaluating coffee quality in San Francisco as of \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m mid-2025 are: \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m - Yelp (customer consensus) \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m - Coffee enthusiast/expert blogs with tasting notes (e.g., Coffee With Damian) \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m - Specialty-focused review articles considering drink quality and variety (coffee-rank.com) \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m Since hard SCA/Coffee Review sources are not uncovered for local shops, the answer should rely on \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m cross-comparison of customer reviews and detailed enthusiast/expert tastings, while explicitly noting the \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m absence of formal industry accolade info for now. This produces a comprehensive, evidence-supported list while \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m clarifying methods and sources. No further sources seem necessary to add materially, so I will proceed to \u001b[33m│\u001b[0m\n", + "\u001b[33m│\u001b[0m synthesize findings and provide the answer. \u001b[33m│\u001b[0m\n", "\u001b[33m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -2148,149 +1496,175 @@ "data": { "text/html": [ "
╭───────────────────────────────────────────────────── 📝 AI ─────────────────────────────────────────────────────╮\n",
-       " Based on my research focusing specifically on coffee quality in San Francisco, I've identified and evaluated    \n",
-       " the top coffee shops using multiple quality indicators including customer ratings, expert recognition, sourcing \n",
-       " practices, and roasting methods. Here's my analysis:                                                            \n",
+       " Based on the latest available data as of July 2025, the following is a well-supported analysis and ranking of   \n",
+       " the top coffee shops in San Francisco, prioritizing coffee quality as assessed through a synthesis of customer  \n",
+       " reviews, expert/enthusiast opinions, and specialty coffee reputation. No formal Specialty Coffee Association or \n",
+       " Coffee Review certification data was available for San Francisco cafes as of this period, so this evaluation    \n",
+       " relies on primary sources including detailed enthusiast reviews, aggregated customer ratings (Yelp), and        \n",
+       " specialty-focused coffee blogs.                                                                                 \n",
        "                                                                                                                 \n",
-       " ## Top San Francisco Coffee Shops Ranked by Coffee Quality                                                      \n",
+       " ---                                                                                                             \n",
+       " Top San Francisco Coffee Shops for Coffee Quality (2025)                                                        \n",
        "                                                                                                                 \n",
-       " ### **1. Graffeo Coffee Roasting Company**                                                                      \n",
-       " **Quality Score: Highest**                                                                                      \n",
-       " - **Rating**: 4.7/5 stars (196 Yelp reviews) - highest rating found                                             \n",
-       " - **Heritage**: Family-run artisan roaster since 1935, indicating consistent quality over 90 years              \n",
-       " - **Industry Recognition**: Coffee served at \"some of the world's finest hotels and restaurants\"                \n",
-       " - **Quality Characteristics**: Described as \"rich, full and never bitter\"                                       \n",
-       " - **Processing**: Swiss water decaf process (chemical-free) showing attention to quality methods                \n",
-       " - **Expertise**: Traditional roasting approach with generational knowledge passed down                          \n",
+       " 1. **Saint Frank Coffee**                                                                                       \n",
+       "    - Address: 2340 Polk St, Russian Hill                                                                        \n",
+       "    - Sources: Top-ranked in expert/enthusiast review (Coffee With Damian), very positively rated by customers.  \n",
+       "    - Highlights: Widely praised for friendly, knowledgeable staff and consistently excellent coffee (espresso,  \n",
+       " cappuccino scored 8.5/10 in expert review). Emphasis on nuanced flavor, texture, and aftertaste—suggesting high \n",
+       " bean quality and skilled baristas.                                                                              \n",
+       "    - Notes: Ranked 8.0/10 overall by coffee blogger Damian; regarded as a must-visit for coffee purists.        \n",
+       "    - More info: https://coffeewithdamian.com/blog/best-coffee-shops-in-san-francisco/                           \n",
        "                                                                                                                 \n",
-       " ### **2. Andytown Coffee Roasters**                                                                             \n",
-       " **Quality Score: Very High**                                                                                    \n",
-       " - **Rating**: 4.5/5 stars (1,100+ Yelp reviews)                                                                 \n",
-       " - **Quality Practices**: \"Meticulous sourcing, small-batch roasting, skilled baristas\"                          \n",
-       " - **Certifications**: California Green Business certification indicating sustainable practices                  \n",
-       " - **Sourcing**: Single-origin coffees and specialized blends with ethical sourcing                              \n",
-       " - **Specialty**: Known for Guatemalan espresso and seasonal affogatos                                           \n",
-       " - **Reputation**: Consistently mentioned as \"West side favorite\"                                                \n",
+       " 2. **Sightglass Coffee**                                                                                        \n",
+       "    - Multiple locations (notably 270 7th St, SOMA)                                                              \n",
+       "    - Sources: Featured in 2025 coffee shop guides (coffee-rank.com), frequent high Yelp ratings.                \n",
+       "    - Highlights: Renowned for sourcing high-quality single-origin beans, offering a range of professional       \n",
+       " brewing methods (French press, AeroPress, Chemex, v60), and a café setting that draws serious coffee            \n",
+       " enthusiasts. Regularly singled out for the clarity and balance of their coffee.                                 \n",
+       "    - Notes: Emphasis on direct-trade and in-house roasting adds credibility for specialty coffee seekers.       \n",
+       "    - More info: https://coffee-rank.com/best-coffee-shops-in-san-francisco/                                     \n",
        "                                                                                                                 \n",
-       " ### **3. Saint Frank Coffee**                                                                                   \n",
-       " **Quality Score: Very High**                                                                                    \n",
-       " - **Ratings**: 4.3/5 Yelp (996 reviews), 4.4/5 TripAdvisor (ranked #649 of 3,345 SF restaurants)                \n",
-       " - **Industry Standing**: Described as \"to San Francisco coffee as Dungeness crab is to San Francisco            \n",
-       " restaurants\"                                                                                                    \n",
-       " - **Sourcing**: \"Relational Sourcing\" practices indicating direct relationships with growers                    \n",
-       " - **Growth**: Multiple locations and wholesale program suggest market validation of quality                     \n",
-       " - **Innovation**: Known for Bolivian coffees and creative specialty drinks                                      \n",
+       " 3. **Ritual Coffee Roasters**                                                                                   \n",
+       "    - Multiple San Francisco locations                                                                           \n",
+       "    - Sources: Frequently ranked for quality among specialty guides and customer reviews.                        \n",
+       "    - Highlights: Offers a dynamic menu with single-origin espresso and manual pour-overs, roasted on-site for   \n",
+       " peak freshness. Known for specialty drinks such as the “Cherry Bomb” cold brew.                                 \n",
+       "    - Notes: Ritual has a longstanding specialty coffee pedigree in the city.                                    \n",
+       "    - More info: https://coffee-rank.com/best-coffee-shops-in-san-francisco/                                     \n",
        "                                                                                                                 \n",
-       " ### **4. Sextant Coffee Roasters**                                                                              \n",
-       " **Quality Score: High**                                                                                         \n",
-       " - **Sourcing Excellence**: Founder works directly with Ethiopian, Kenyan, and Colombian growers                 \n",
-       " - **Value Proposition**: \"High-end but affordable beans\" - suggests quality without premium pricing             \n",
-       " - **Direct Trade**: Strong relationships with coffee producers ensuring quality control                         \n",
-       " - **Expert Recognition**: Mentioned consistently in quality-focused coffee discussions                          \n",
+       " 4. **The Coffee Movement**                                                                                      \n",
+       "    - Address: 1030 Washington St, Nob Hill                                                                      \n",
+       "    - Sources: High aggregate Yelp rating (4.7 from 698 reviews in August 2025).                                 \n",
+       "    - Highlights: Specialty focus on third-wave coffee and rotating single-origin selections; careful attention  \n",
+       " to preparation methods noted by reviewers.                                                                      \n",
+       "    - Notes: Gains a following for expert-level baristas and innovative coffee experiences.                      \n",
+       "    - More info: https://m.yelp.com/search?find_desc=best+coffee&find_loc=San+Francisco%2C+CA                    \n",
        "                                                                                                                 \n",
-       " ### **5. Paper Son**                                                                                            \n",
-       " **Quality Score: High**                                                                                         \n",
-       " - **Expert Assessment**: Described as \"crowning achievement in the city's vast coffee game\"                     \n",
-       " - **Technical Skills**: \"Top-tier espresso and pour-over skills\"                                                \n",
-       " - **Innovation**: Merges Asian American heritage with coffee expertise                                          \n",
-       " - **Specialties**: Known for espresso passionfruit tonic and innovative preparations                            \n",
+       " 5. **Mazarine Coffee**                                                                                          \n",
+       "    - Address: 720 Market St, Union Square                                                                       \n",
+       "    - Sources: Featured in 2025 guides; praised for beverage quality and barista expertise.                      \n",
+       "    - Highlights: Specialty drinks (e.g., sparkling hibiscus, unique “raf” coffees), and a focus on both flavor  \n",
+       " and consistency.                                                                                                \n",
+       "    - Notes: A preferred stop for knowledgeable locals and visitors alike.                                       \n",
        "                                                                                                                 \n",
-       " ### **6. Outset Coffee**                                                                                        \n",
-       " **Quality Score: High**                                                                                         \n",
-       " - **Innovation**: Pioneers in fruit-infused coffee drinks                                                       \n",
-       " - **Bean Quality**: Uses Ethiopian coffee in creative preparations                                              \n",
-       " - **Expertise**: Complex preparations like Americano with orange juice, jasmine tea, and orange syrup           \n",
-       " - **Recognition**: Consistently mentioned for taking coffee \"to the next level\"                                 \n",
+       " Other Notable Mentions:                                                                                         \n",
+       " - **Home Coffee Roasters:** Known for unique flavors and internal roasting expertise (multiple locations).      \n",
+       " - **Jane:** Roasts and brews in-house, specialty pastries alongside excellent coffee.                           \n",
+       " - **Coffee Bar:** Standout for Vietnamese cold brew and artisan espresso.                                       \n",
        "                                                                                                                 \n",
-       " ## Key Quality Indicators Found:                                                                                \n",
+       " ---                                                                                                             \n",
+       " Assessment Methods & Source Summary                                                                             \n",
        "                                                                                                                 \n",
-       " **Customer Ratings**: Graffeo leads with 4.7/5, followed by Andytown (4.5/5) and Saint Frank (4.3-4.4/5)        \n",
+       " - **Customer Aggregation:** Yelp (https://m.yelp.com/search?find_desc=best+coffee&find_loc=San+Francisco%2C+CA) \n",
+       " provides recent, crowdsourced feedback highlighting consistency and satisfaction in coffee quality as of August \n",
+       " 2025.                                                                                                           \n",
+       " - **Expert and Enthusiast Review:** In-depth flavor and preparation insights from coffee-dedicated blogs such   \n",
+       " as Coffee With Damian and curated ranking articles (coffee-rank.com).                                           \n",
+       " - **Specialty Focus:** Shops referenced often feature single-origin sourcing, in-house roasting, skilled        \n",
+       " baristas, and advanced coffee preparation techniques—hallmarks of high coffee quality.                          \n",
        "                                                                                                                 \n",
-       " **Sourcing Practices**: Multiple shops emphasize direct trade, ethical sourcing, and relationship-based         \n",
-       " purchasing                                                                                                      \n",
+       " ---                                                                                                             \n",
+       " Limitations                                                                                                     \n",
        "                                                                                                                 \n",
-       " **Industry Recognition**: Several shops serve premium hotels/restaurants or receive expert acclaim              \n",
+       " - No SCA or Coffee Review formal scoring for local shops found for 2025; therefore, the rankings reflect the    \n",
+       " strongest available combination of consumer evidence and detailed expert tastings.                              \n",
+       " - Rankings may vary with individual palates and personal preferences.                                           \n",
        "                                                                                                                 \n",
-       " **Traditional vs. Innovation**: Mix of heritage roasters (Graffeo since 1935) and innovative newcomers          \n",
+       " ---                                                                                                             \n",
+       " Conclusion                                                                                                      \n",
        "                                                                                                                 \n",
-       " **Technical Expertise**: Emphasis on skilled baristas, precise roasting, and specialized brewing methods        \n",
-       "                                                                                                                 \n",
-       " This ranking prioritizes coffee quality metrics including taste consistency, sourcing practices, roasting       \n",
-       " expertise, and customer satisfaction specifically related to coffee rather than ambiance or service factors.    \n",
+       " The top coffee shops in San Francisco for coffee quality in 2025 are led by Saint Frank Coffee, Sightglass      \n",
+       " Coffee, Ritual Coffee Roasters, and The Coffee Movement. This list is supported by both customer consensus and  \n",
+       " specialist evaluation, capturing the highest available measures of coffee quality in the city as of the latest  \n",
+       " data. For further verification, readers may consult the linked primary sources or visit each café for a direct  \n",
+       " tasting experience.                                                                                             \n",
        "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\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 \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 Based on the latest available data as of July 2025, the following is a well-supported analysis and ranking of \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m the top coffee shops in San Francisco, prioritizing coffee quality as assessed through a synthesis of customer \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m reviews, expert/enthusiast opinions, and specialty coffee reputation. No formal Specialty Coffee Association or \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Coffee Review certification data was available for San Francisco cafes as of this period, so this evaluation \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m relies on primary sources including detailed enthusiast reviews, aggregated customer ratings (Yelp), and \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m specialty-focused coffee blogs. \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 --- \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Top San Francisco Coffee Shops for Coffee Quality (2025) \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 1. **Saint Frank Coffee** \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Address: 2340 Polk St, Russian Hill \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Sources: Top-ranked in expert/enthusiast review (Coffee With Damian), very positively rated by customers. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Highlights: Widely praised for friendly, knowledgeable staff and consistently excellent coffee (espresso, \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m cappuccino scored 8.5/10 in expert review). Emphasis on nuanced flavor, texture, and aftertaste—suggesting high \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m bean quality and skilled baristas. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Notes: Ranked 8.0/10 overall by coffee blogger Damian; regarded as a must-visit for coffee purists. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - More info: https://coffeewithdamian.com/blog/best-coffee-shops-in-san-francisco/ \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 2. **Sightglass Coffee** \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Multiple locations (notably 270 7th St, SOMA) \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Sources: Featured in 2025 coffee shop guides (coffee-rank.com), frequent high Yelp ratings. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Highlights: Renowned for sourcing high-quality single-origin beans, offering a range of professional \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m brewing methods (French press, AeroPress, Chemex, v60), and a café setting that draws serious coffee \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m enthusiasts. Regularly singled out for the clarity and balance of their coffee. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Notes: Emphasis on direct-trade and in-house roasting adds credibility for specialty coffee seekers. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - More info: https://coffee-rank.com/best-coffee-shops-in-san-francisco/ \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 3. **Ritual Coffee Roasters** \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Multiple San Francisco locations \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Sources: Frequently ranked for quality among specialty guides and customer reviews. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Highlights: Offers a dynamic menu with single-origin espresso and manual pour-overs, roasted on-site for \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m peak freshness. Known for specialty drinks such as the “Cherry Bomb” cold brew. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Notes: Ritual has a longstanding specialty coffee pedigree in the city. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - More info: https://coffee-rank.com/best-coffee-shops-in-san-francisco/ \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 4. **The Coffee Movement** \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Address: 1030 Washington St, Nob Hill \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Sources: High aggregate Yelp rating (4.7 from 698 reviews in August 2025). \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Highlights: Specialty focus on third-wave coffee and rotating single-origin selections; careful attention \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m to preparation methods noted by reviewers. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Notes: Gains a following for expert-level baristas and innovative coffee experiences. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - More info: https://m.yelp.com/search?find_desc=best+coffee&find_loc=San+Francisco%2C+CA \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 5. **Mazarine Coffee** \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Address: 720 Market St, Union Square \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Sources: Featured in 2025 guides; praised for beverage quality and barista expertise. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Highlights: Specialty drinks (e.g., sparkling hibiscus, unique “raf” coffees), and a focus on both flavor \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m and consistency. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Notes: A preferred stop for knowledgeable locals and visitors alike. \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 Other Notable Mentions: \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - **Home Coffee Roasters:** Known for unique flavors and internal roasting expertise (multiple locations). \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - **Jane:** Roasts and brews in-house, specialty pastries alongside excellent coffee. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - **Coffee Bar:** Standout for Vietnamese cold brew and artisan espresso. \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 --- \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Assessment Methods & Source Summary \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 - **Customer Aggregation:** Yelp (https://m.yelp.com/search?find_desc=best+coffee&find_loc=San+Francisco%2C+CA) \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m provides recent, crowdsourced feedback highlighting consistency and satisfaction in coffee quality as of August \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m 2025. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - **Expert and Enthusiast Review:** In-depth flavor and preparation insights from coffee-dedicated blogs such \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m as Coffee With Damian and curated ranking articles (coffee-rank.com). \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - **Specialty Focus:** Shops referenced often feature single-origin sourcing, in-house roasting, skilled \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m baristas, and advanced coffee preparation techniques—hallmarks of high coffee quality. \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 --- \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Limitations \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 - No SCA or Coffee Review formal scoring for local shops found for 2025; therefore, the rankings reflect the \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m strongest available combination of consumer evidence and detailed expert tastings. \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m - Rankings may vary with individual palates and personal preferences. \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 --- \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Conclusion \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 The top coffee shops in San Francisco for coffee quality in 2025 are led by Saint Frank Coffee, Sightglass \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m Coffee, Ritual Coffee Roasters, and The Coffee Movement. This list is supported by both customer consensus and \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m specialist evaluation, capturing the highest available measures of coffee quality in the city as of the latest \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m data. For further verification, readers may consult the linked primary sources or visit each café for a direct \u001b[37m│\u001b[0m\n", + "\u001b[37m│\u001b[0m tasting experience. \u001b[37m│\u001b[0m\n", "\u001b[37m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" ] }, @@ -3028,7 +2402,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.1" + "version": "3.12.6" } }, "nbformat": 4, diff --git a/src/deep_research_from_scratch/research_agent.py b/src/deep_research_from_scratch/research_agent.py index 09885036..842ad900 100644 --- a/src/deep_research_from_scratch/research_agent.py +++ b/src/deep_research_from_scratch/research_agent.py @@ -23,7 +23,7 @@ tools_by_name = {tool.name: tool for tool in tools} # Initialize models -model = init_chat_model(model="anthropic:claude-sonnet-4-20250514") +model = init_chat_model(model="openai:gpt-4.1") 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 diff --git a/src/deep_research_from_scratch/research_agent_scope.py b/src/deep_research_from_scratch/research_agent_scope.py index 1e86bb8a..9a0ab2a7 100644 --- a/src/deep_research_from_scratch/research_agent_scope.py +++ b/src/deep_research_from_scratch/research_agent_scope.py @@ -16,15 +16,18 @@ from langchain_core.messages import HumanMessage, AIMessage, get_buffer_string from langgraph.graph import StateGraph, START, END from langgraph.types import Command +import platform from deep_research_from_scratch.prompts import clarify_with_user_instructions, transform_messages_into_research_topic_prompt from deep_research_from_scratch.state_scope import AgentState, ClarifyWithUser, ResearchQuestion, AgentInputState # ===== UTILITY FUNCTIONS ===== + def get_today_str() -> str: - """Get current date in a human-readable format.""" - return datetime.now().strftime("%a %b %-d, %Y") + day_format = "%-d" if platform.system() != "Windows" else "%#d" + return datetime.now().strftime(f"%a %b {day_format}, %Y") + # ===== CONFIGURATION ===== diff --git a/src/deep_research_from_scratch/utils.py b/src/deep_research_from_scratch/utils.py index ad0bfa82..c32c5fb9 100644 --- a/src/deep_research_from_scratch/utils.py +++ b/src/deep_research_from_scratch/utils.py @@ -17,12 +17,14 @@ from deep_research_from_scratch.state_research import Summary from deep_research_from_scratch.prompts import summarize_webpage_prompt +import platform # ===== UTILITY FUNCTIONS ===== def get_today_str() -> str: """Get current date in a human-readable format.""" - return datetime.now().strftime("%a %b %-d, %Y") + day_format = "%-d" if platform.system() != "Windows" else "%#d" + return datetime.now().strftime(f"%a %b {day_format}, %Y") def get_current_dir() -> Path: """Get the current directory of the module.