RRepoGEO

REPOGEO REPORT · LITE

ZubeidHendricks/youtube-mcp-server

Default branch main · commit fafa8bbe · scanned 6/15/2026, 9:17:39 AM

GitHub: 532 stars · 114 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 ZubeidHendricks/youtube-mcp-server, 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 README's opening paragraph to emphasize AI-powered management

    Why:

    CURRENT
    A Model Context Protocol (MCP) server implementation for YouTube, enabling AI language models to interact with YouTube content through a standardized interface.
    COPY-PASTE FIX
    This Model Context Protocol (MCP) server for YouTube API enables AI language models to interact with YouTube content, facilitating advanced video management, Shorts creation, and detailed analytics through a standardized interface.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    youtube-api, ai-tools, video-management, shorts-creation, analytics, generative-ai, mcp-server, youtube-automation
  • mediumlicense#3
    Add a LICENSE file or clarify license in README

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0) in the repository root, or add a clear statement of the applicable license(s) directly to the README.

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 ZubeidHendricks/youtube-mcp-server
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
YouTube Data API v3
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. YouTube Data API v3 · recommended 2×
  2. ytdl-org/youtube-dl · recommended 1×
  3. yt-dlp/yt-dlp · recommended 1×
  4. googleapis/google-api-python-client · recommended 1×
  5. googleapis/google-api-java-client · recommended 1×
  • CATEGORY QUERY
    How can I enable AI models to interact with YouTube content programmatically?
    you: not recommended
    AI recommended (in order):
    1. YouTube Data API v3
    2. youtube-dl (ytdl-org/youtube-dl)
    3. yt-dlp (yt-dlp/yt-dlp)
    4. google-api-python-client (googleapis/google-api-python-client)
    5. Google APIs Client Library for Java (googleapis/google-api-java-client)

    AI recommended 5 alternatives but never named ZubeidHendricks/youtube-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an API to automate YouTube video management and Shorts creation.
    you: not recommended
    AI recommended (in order):
    1. YouTube Data API v3
    2. YouTube Reporting API
    3. FFmpeg
    4. Google Cloud Video Intelligence API
    5. Pytube

    AI recommended 5 alternatives but never named ZubeidHendricks/youtube-mcp-server. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 ZubeidHendricks/youtube-mcp-server?
    pass
    AI named ZubeidHendricks/youtube-mcp-server explicitly

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

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

Drop this badge into the README of ZubeidHendricks/youtube-mcp-server. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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ZubeidHendricks/youtube-mcp-server — 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