RRepoGEO

REPOGEO REPORT · LITE

BrowserMCP/mcp

Default branch main · commit 9db12f2b · scanned 5/13/2026, 3:03:33 PM

GitHub: 6,497 stars · 501 forks

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
    Clarify the 'MCP' acronym in the README's '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.
  • mediumreadme#2
    Add a 'Comparison' section highlighting differentiators from Playwright/Puppeteer

    Why:

    COPY-PASTE FIX
    ## Comparison

Unlike traditional browser automation tools like Playwright or Puppeteer that often launch new, isolated browser instances, Browser MCP is designed to automate the user's *existing* browser. This crucial difference allows AI applications to leverage your logged-in sessions and real browser fingerprint, significantly improving stealth and avoiding common bot detection mechanisms and CAPTCHAs.
  • lowtopics#3
    Expand repository topics to improve category visibility

    Why:

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

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
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Puppeteer · recommended 2×
  3. Selenium WebDriver · recommended 1×
  4. Beautiful Soup · recommended 1×
  5. Cypress · recommended 1×
  • CATEGORY QUERY
    How can I programmatically control a web browser using an AI application?
    you: not recommended
    AI recommended (in order):
    1. Selenium WebDriver
    2. Playwright
    3. Puppeteer
    4. Beautiful Soup
    5. Cypress

    AI recommended 5 alternatives but never named BrowserMCP/mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable AI to automate browser tasks privately and avoid bot detection?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. playwright-extra
    3. Selenium
    4. undetected-chromedriver
    5. Puppeteer
    6. puppeteer-extra
    7. puppeteer-extra-plugin-stealth
    8. Headless Chrome
    9. Headless Firefox
    10. Bright Data
    11. Smartproxy
    12. Oxylabs
    13. Requests
    14. Rendertron
    15. Splash

    AI recommended 15 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?

Embed your GEO score

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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BrowserMCP/mcp — RepoGEO report