RRepoGEO

REPOGEO REPORT · LITE

BrowserMCP/mcp

Default branch main · commit 9db12f2b · scanned 6/24/2026, 1:58:10 AM

GitHub: 6,717 stars · 527 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
40 /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
3 / 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 BrowserMCP/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
    Explicitly disambiguate 'MCP' from 'Minecraft Coder Pack' in the About section

    Why:

    CURRENT
    Browser MCP is an MCP server + Chrome extension that allows you to automate your browser using AI applications like VS Code, Claude, Cursor, and Windsurf.
    COPY-PASTE FIX
    Browser MCP (Model Context Provider) is an MCP server + Chrome extension that allows you to automate your browser using AI applications like VS Code, Claude, Cursor, and Windsurf. Note: This "MCP" is not related to Minecraft Coder Pack.
  • mediumreadme#2
    Enhance the main tagline to highlight AI-driven, local, and stealth browser automation

    Why:

    CURRENT
    <p align="center">Automate your browser with AI.</p>
    COPY-PASTE FIX
    <p align="center">Automate your browser with AI agents, locally and stealthily.</p>
  • lowtopics#3
    Add more specific AI-related and web automation keywords to topics

    Why:

    CURRENT
    browser-automation, browser-extension, claude, cursor, mcp, mcp-server
    COPY-PASTE FIX
    browser-automation, browser-extension, claude, cursor, mcp, mcp-server, ai-automation, web-automation, llm-automation, ai-agent, model-context-provider

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 BrowserMCP/mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SeleniumHQ/selenium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SeleniumHQ/selenium · recommended 1×
  2. microsoft/playwright · recommended 1×
  3. puppeteer/puppeteer · recommended 1×
  4. pyppeteer/pyppeteer · recommended 1×
  5. psf/requests-html · recommended 1×
  • CATEGORY QUERY
    How can I programmatically control a web browser using an AI application locally?
    you: not recommended
    AI recommended (in order):
    1. Selenium WebDriver (SeleniumHQ/selenium)
    2. Playwright (microsoft/playwright)
    3. Puppeteer (puppeteer/puppeteer)
    4. Pyppeteer (pyppeteer/pyppeteer)
    5. Requests-HTML (psf/requests-html)
    6. Beautiful Soup (crummy/BeautifulSoup)
    7. Requests (psf/requests)

    AI recommended 7 alternatives but never named BrowserMCP/mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to automate browser tasks with AI, avoiding bot detection and keeping data local?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain
    3. LlamaIndex
    4. Selenium
    5. Ollama
    6. Llama.cpp
    7. selenium-stealth
    8. Puppeteer
    9. puppeteer-extra
    10. puppeteer-extra-plugin-stealth
    11. Browserless.io
    12. requests
    13. BeautifulSoup4

    AI recommended 13 alternatives but never named BrowserMCP/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 BrowserMCP/mcp?
    pass
    AI named BrowserMCP/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 BrowserMCP/mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BrowserMCP/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 BrowserMCP/mcp solve, and who is the primary audience?
    pass
    AI named BrowserMCP/mcp explicitly

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

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MARKDOWN (README)
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BrowserMCP/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