RRepoGEO

REPOGEO REPORT · LITE

brightdata/brightdata-mcp

Default branch main · commit adbfdd49 · scanned 6/27/2026, 3:51:44 AM

GitHub: 2,473 stars · 313 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)

3 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 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
  • highabout#1
    Update the 'about' description to clarify its role as an LLM web access solution

    Why:

    CURRENT
    A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
    COPY-PASTE FIX
    The Model Context Protocol (MCP) server that gives LLMs real-time, unblocked access to the live web for data extraction and AI agent superpowers.
  • highreadme#2
    Add a clear statement in the README's opening to counter the 'management panel' misinterpretation

    Why:

    COPY-PASTE FIX
    <p>
  This is the direct, self-hosted solution for LLM web access, not just a management panel for Bright Data services.
</p>
  • mediumhomepage#3
    Update the homepage URL to point directly to the product's dedicated page

    Why:

    CURRENT
    https://brightdata.com/
    COPY-PASTE FIX
    https://brightdata.com/ai/mcp-server

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
Zyte
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zyte · recommended 2×
  2. Apify · recommended 2×
  3. Bright Data · recommended 1×
  4. Oxylabs · recommended 1×
  5. ScraperAPI · recommended 1×
  • CATEGORY QUERY
    What tools help LLMs access real-time web data without encountering blocks?
    you: not recommended
    AI recommended (in order):
    1. Bright Data
    2. Oxylabs
    3. ScraperAPI
    4. Zyte
    5. Apify
    6. Crawlbase
    7. Puppeteer
    8. Playwright

    AI recommended 8 alternatives but never named brightdata/brightdata-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust solution for automated web data extraction to power AI agents effectively.
    you: not recommended
    AI recommended (in order):
    1. Scrapy (scrapy/scrapy)
    2. Beautiful Soup 4 (crummy/BeautifulSoup)
    3. Requests (psf/requests)
    4. Selenium (SeleniumHQ/selenium)
    5. Playwright (microsoft/playwright)
    6. Puppeteer (puppeteer/puppeteer)
    7. Apify
    8. Zyte

    AI recommended 8 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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MARKDOWN (README)
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HTML
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite