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
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.
- highreadme#1Reposition README's opening paragraph to emphasize AI-powered management
Why:
CURRENTA Model Context Protocol (MCP) server implementation for YouTube, enabling AI language models to interact with YouTube content through a standardized interface.
COPY-PASTE FIXThis 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#2Add relevant topics to improve categorization
Why:
COPY-PASTE FIXyoutube-api, ai-tools, video-management, shorts-creation, analytics, generative-ai, mcp-server, youtube-automation
- mediumlicense#3Add a LICENSE file or clarify license in README
Why:
COPY-PASTE FIXCreate 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.
- YouTube Data API v3 · recommended 2×
- ytdl-org/youtube-dl · recommended 1×
- yt-dlp/yt-dlp · recommended 1×
- googleapis/google-api-python-client · recommended 1×
- googleapis/google-api-java-client · recommended 1×
- CATEGORY QUERYHow can I enable AI models to interact with YouTube content programmatically?you: not recommendedAI recommended (in order):
- YouTube Data API v3
- youtube-dl (ytdl-org/youtube-dl)
- yt-dlp (yt-dlp/yt-dlp)
- google-api-python-client (googleapis/google-api-python-client)
- 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 QUERYLooking for an API to automate YouTube video management and Shorts creation.you: not recommendedAI recommended (in order):
- YouTube Data API v3
- YouTube Reporting API
- FFmpeg
- Google Cloud Video Intelligence API
- 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 completenessfail
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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
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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