RRepoGEO

REPOGEO REPORT · LITE

anaisbetts/mcp-youtube

Default branch main · commit a065e9fb · scanned 6/15/2026, 8:47:33 AM

GitHub: 528 stars · 61 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 anaisbetts/mcp-youtube, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to highlight user benefit

    Why:

    CURRENT
    # YouTube MCP Server

Uses `yt-dlp` to download subtitles from YouTube and connects it to claude.ai via Model Context Protocol. Try it by asking Claude, "Summarize the YouTube video <<URL>>". Requires `yt-dlp` to be installed locally e.g. via Homebrew.
    COPY-PASTE FIX
    # AI YouTube Video Summarizer (via Model Context Protocol)

This server enables AI assistants like Claude.ai to summarize YouTube videos by providing them with downloaded subtitles. Simply ask your AI, "Summarize the YouTube video <<URL>>", and this tool handles the integration. Requires `yt-dlp` to be installed locally e.g. via Homebrew.
  • mediumabout#2
    Update the repository description for clarity and keywords

    Why:

    CURRENT
    A Model-Context Protocol Server for YouTube
    COPY-PASTE FIX
    Integrates YouTube video subtitles with AI assistants (like Claude.ai) for instant summaries. Uses Model Context Protocol to enable AI to 'read' and summarize video content.

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 anaisbetts/mcp-youtube
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
YouTube
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. YouTube · recommended 1×
  2. ChatGPT · recommended 1×
  3. Google Gemini · recommended 1×
  4. Microsoft Copilot · recommended 1×
  5. Eightify · recommended 1×
  • CATEGORY QUERY
    How can I use an AI assistant to summarize the content of online videos?
    you: not recommended
    AI recommended (in order):
    1. YouTube
    2. ChatGPT
    3. Google Gemini
    4. Microsoft Copilot
    5. Eightify
    6. Summarize.tech
    7. Claude
    8. Notion AI
    9. Mem.ai
    10. Monica
    11. Merlin AI

    AI recommended 11 alternatives but never named anaisbetts/mcp-youtube. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are tools for integrating AI models with video subtitles for quick summaries?
    you: not recommended
    AI recommended (in order):
    1. AssemblyAI
    2. Deepgram
    3. Veed.io
    4. Happy Scribe
    5. Rev.com
    6. Hugging Face Transformers
    7. OpenAI API
    8. Google Cloud Speech-to-Text
    9. Google Cloud Natural Language API
    10. Mozilla DeepSpeech
    11. Vosk
    12. NLTK
    13. spaCy

    AI recommended 13 alternatives but never named anaisbetts/mcp-youtube. 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 anaisbetts/mcp-youtube?
    pass
    AI named anaisbetts/mcp-youtube explicitly

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

  • If a team adopts anaisbetts/mcp-youtube in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anaisbetts/mcp-youtube 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 anaisbetts/mcp-youtube solve, and who is the primary audience?
    pass
    AI did not name anaisbetts/mcp-youtube — 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?

Embed your GEO score

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anaisbetts/mcp-youtube — 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