RRepoGEO

REPOGEO REPORT · LITE

brightdata/brightdata-mcp

Default branch main · commit d691e289 · scanned 5/16/2026, 8:22:03 AM

GitHub: 2,366 stars · 303 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 brightdata/brightdata-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
    Reposition the README H1 and subtitle to explicitly state its purpose for AI agents

    Why:

    CURRENT
    <h1>The Web MCP</h1>
  <p>
    <strong>🌐 Give your AI real-time web superpowers</strong><br/>
    <i>Seamlessly connect LLMs to the live web without getting blocked</i>
  </p>
    COPY-PASTE FIX
    <h1>Bright Data's Web MCP: Unblocked Real-time Web Access for AI Agents</h1>
  <p>
    <i>Seamlessly connect LLMs to the live web without getting blocked, powered by Bright Data's infrastructure.</i>
  </p>
  • mediumabout#2
    Enhance the repository description to highlight AI agent focus and unblocked access

    Why:

    CURRENT
    A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
    COPY-PASTE FIX
    An open-source Model Context Protocol (MCP) server providing AI agents and LLMs with unblocked, real-time access to the live web, powered by Bright Data's infrastructure.
  • mediumcomparison#3
    Add a 'Comparison with other tools' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## 💡 How MCP Compares to Other Tools', explaining that while tools like Puppeteer or Scrapy provide low-level browser control or scraping frameworks, MCP is a higher-level protocol and server specifically designed to give AI agents *unblocked, real-time web access* by leveraging Bright Data's proxy network, abstracting away the complexities of anti-bot detection and proxy management.

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 brightdata/brightdata-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Puppeteer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Puppeteer · recommended 2×
  2. Playwright · recommended 2×
  3. Selenium · recommended 2×
  4. ScrapingBee · recommended 1×
  5. Bright Data · recommended 1×
  • CATEGORY QUERY
    How can I give my AI agent real-time web access without getting blocked?
    you: not recommended
    AI recommended (in order):
    1. ScrapingBee
    2. Bright Data
    3. Oxylabs
    4. Puppeteer
    5. Playwright
    6. ProxyCrawl
    7. ScraperAPI
    8. Selenium
    9. Requests-HTML
    10. requests
    11. BeautifulSoup
    12. 2Captcha
    13. Anti-Captcha
    14. Puppeteer Stealth Plugin

    AI recommended 14 alternatives but never named brightdata/brightdata-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to extract structured data from websites for AI models?
    you: not recommended
    AI recommended (in order):
    1. Scrapy
    2. Beautiful Soup
    3. Requests
    4. Playwright
    5. Puppeteer
    6. Selenium
    7. Apify
    8. Portia
    9. Octoparse
    10. ParseHub

    AI recommended 10 alternatives but never named brightdata/brightdata-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 brightdata/brightdata-mcp?
    pass
    AI named brightdata/brightdata-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 brightdata/brightdata-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named brightdata/brightdata-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 brightdata/brightdata-mcp solve, and who is the primary audience?
    pass
    AI named brightdata/brightdata-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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  • Brand-free category queries5 vs 2 in Lite
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