RRepoGEO

REPOGEO REPORT · LITE

AgentDeskAI/browser-tools-mcp

Default branch main · commit d2980681 · scanned 6/23/2026, 9:11:57 AM

GitHub: 7,254 stars · 528 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface AgentDeskAI/browser-tools-mcp, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Remove 'THIS PROJECT IS NO LONGER ACTIVE' statement

    Why:

    CURRENT
    THIS PROJECT IS NO LONGER ACTIVE PLEASE USE A DIFFERENT SOLUTION FOR THIS.
    COPY-PASTE FIX
    (Remove this line entirely if the project is active and should be recommended.)
  • highreadme#2
    Reposition README H1 and opening paragraph for AI agents

    Why:

    CURRENT
    > Make your AI tools 10x more aware and capable of interacting with your browser

This application is a powerful browser monitoring and interaction tool that enables AI-powered applications via Anthropic's Model Context Protocol (MCP) to capture and analyze browser data through a Chrome extension.
    COPY-PASTE FIX
    BrowserTools MCP is a specialized framework for AI agents to gain real-time, high-level access to browser activity and data, enabling advanced web interaction and analysis. Unlike generic browser automation tools, it's designed specifically for AI-powered applications using Anthropic's Model Context Protocol (MCP) to make your AI tools 10x more aware and capable of interacting with your browser.
  • mediumtopics#3
    Expand topics to include AI agent-specific browser interaction

    Why:

    CURRENT
    ai, anthropic, cursor, mcp, mcp-server
    COPY-PASTE FIX
    ai, anthropic, cursor, mcp, mcp-server, ai-agents, browser-automation-for-ai, web-interaction, real-time-browser-data, web-analysis-for-ai

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface AgentDeskAI/browser-tools-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Selenium WebDriver
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Selenium WebDriver · recommended 2×
  2. Chrome Extension API (Manifest V3) · recommended 1×
  3. Puppeteer / Playwright · recommended 1×
  4. Firefox WebExtensions API · recommended 1×
  5. Microsoft Edge Add-ons API · recommended 1×
  • CATEGORY QUERY
    How can I give my AI agent real-time access to browser activity and data?
    you: not recommended
    AI recommended (in order):
    1. Chrome Extension API (Manifest V3)
    2. Puppeteer / Playwright
    3. Selenium WebDriver
    4. Firefox WebExtensions API
    5. Microsoft Edge Add-ons API
    6. BrowserStack / Sauce Labs

    AI recommended 6 alternatives but never named AgentDeskAI/browser-tools-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to automate web page analysis and provide insights to AI models.
    you: not recommended
    AI recommended (in order):
    1. Beautiful Soup
    2. Scrapy
    3. Playwright
    4. Selenium WebDriver
    5. Puppeteer
    6. Diffbot
    7. Apify

    AI recommended 7 alternatives but never named AgentDeskAI/browser-tools-mcp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of AgentDeskAI/browser-tools-mcp?
    pass
    AI named AgentDeskAI/browser-tools-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts AgentDeskAI/browser-tools-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AgentDeskAI/browser-tools-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo AgentDeskAI/browser-tools-mcp solve, and who is the primary audience?
    pass
    AI did not name AgentDeskAI/browser-tools-mcp — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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AgentDeskAI/browser-tools-mcp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite