RRepoGEO

REPOGEO REPORT · LITE

vibheksoni/stealth-browser-mcp

Default branch master · commit d96a9c65 · scanned 6/7/2026, 12:16:39 PM

GitHub: 682 stars · 132 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 vibheksoni/stealth-browser-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 core differentiator and technology in README's opening

    Why:

    CURRENT
    Bypass Cloudflare, antibot systems, and social media blocks with real browser instances powered by nodriver + Chrome DevTools Protocol + FastMCP.
    COPY-PASTE FIX
    Stealth Browser MCP offers truly undetectable browser automation, engineered to bypass modern anti-bot systems like Cloudflare and Queue-It. Unlike traditional tools such as Playwright or Puppeteer, Stealth Browser MCP is built on nodriver + Chrome DevTools Protocol (not Electron) and FastMCP, providing real browser instances specifically for AI agents to interact with complex websites without detection.
  • mediumhomepage#2
    Add homepage URL to repository settings

    Why:

    COPY-PASTE FIX
    https://modelcontextprotocol.io
  • mediumreadme#3
    Add concise 'How it works' summary to README

    Why:

    COPY-PASTE FIX
    ## How Stealth Browser MCP Works
Stealth Browser MCP leverages a unique combination of nodriver, Chrome DevTools Protocol, and FastMCP to control real browser instances. This architecture allows for deep network interception, pixel-perfect UI cloning, and dynamic adaptation to anti-bot challenges, all orchestrated via AI chat commands, ensuring true undetectability without relying on generic VPNs or proxy chains.

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 vibheksoni/stealth-browser-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 2×
  2. puppeteer/puppeteer · recommended 2×
  3. SeleniumHQ/selenium · recommended 2×
  4. ultrafunkamsterdam/undetected-chromedriver · recommended 2×
  5. berstend/playwright-extra · recommended 2×
  • CATEGORY QUERY
    Need a solution for browser automation that reliably bypasses modern anti-bot detection.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. undetected-playwright (apify/undetected-playwright)
    3. playwright-extra (apify/playwright-extra)
    4. Puppeteer (puppeteer/puppeteer)
    5. puppeteer-extra (apify/puppeteer-extra)
    6. Selenium (SeleniumHQ/selenium)
    7. selenium-stealth (N0taN3rd/selenium-stealth)
    8. undetected-chromedriver (ultrafunkamsterdam/undetected-chromedriver)
    9. Browserless.io (browserless/browserless)
    10. Apify
    11. ZenRows
    12. ScrapingBee
    13. Bright Data (Web Unlocker)

    AI recommended 13 alternatives but never named vibheksoni/stealth-browser-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an undetectable browser automation library for AI agents to interact with complex websites.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. playwright-extra (berstend/playwright-extra)
    3. stealth-plugin (berstend/playwright-extra)
    4. Puppeteer (puppeteer/puppeteer)
    5. puppeteer-extra (berstend/puppeteer-extra)
    6. puppeteer-extra-plugin-stealth (berstend/puppeteer-extra)
    7. Selenium (SeleniumHQ/selenium)
    8. Undetected ChromeDriver (ultrafunkamsterdam/undetected-chromedriver)
    9. CefSharp (cefsharp/CefSharp)
    10. Electron (electron/electron)
    11. requests-html (psf/requests-html)
    12. httpx (encode/httpx)
    13. selenium-wire (wkeeling/selenium-wire)

    AI recommended 13 alternatives but never named vibheksoni/stealth-browser-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
    warn

    Suggestion:

  • 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 vibheksoni/stealth-browser-mcp?
    pass
    AI did not name vibheksoni/stealth-browser-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?

  • If a team adopts vibheksoni/stealth-browser-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vibheksoni/stealth-browser-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 vibheksoni/stealth-browser-mcp solve, and who is the primary audience?
    pass
    AI named vibheksoni/stealth-browser-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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vibheksoni/stealth-browser-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