A
licenseB
qualityF
maintenanceYouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain algorithm), sentiment analysis, and AI-generated insights via public JSON API.
3
1
MIT
PJQ — Public Judgment Quotient
by life.pjq
Server Details
Observatory of public media reception: classify YouTube comments for mood, support and controversy.
Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.
If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.
- Status
- Unhealthy
- Uptime
- 9.1% over 42 days
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- Makaric/pjq
- GitHub Stars
- 0
TDQS
A4/5.0
Scored across 7 tools
Disambiguation5/5
Each tool targets a distinct operation: finding controversial videos, aggregating mood snapshots, running classification, retrieving exemplar quotes, viewing history, listing canon videos, and getting the latest verdict. No two tools appear to serve the same purpose.
Naming Consistency2/5
Naming conventions are mixed: some tools use 'video_' prefix (video_classify, video_history, video_verdict), others don't (controversial_videos, mood_matrix). Verb usage is inconsistent ('video_classify' uses a verb, others are noun-phrases), and singular/plural varies ('video_verdict' vs 'videos_list').
Tool Count5/5
Seven tools is well-scoped for a domain focused on analyzing public judgment on YouTube videos. Each tool addresses a distinct need without being excessive or minimal.
Completeness4/5
The surface covers the core pipeline: classify a video, view its verdict, cite exemplars, track history, list all videos, and aggregate mood. Minor gaps exist such as the absence of update/delete operations or a direct single-video metadata endpoint, but these are not critical for the stated purpose.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
7 tool updates
- First observed
controversial_videos - First observed
mood_matrix - First observed
video_classify - First observed
video_exemplars - First observed
video_history - First observed
video_verdict - First observed
videos_list
Related MCP Connectors
YouTube public video, comment, reply, channel, search, and speech-to-text transcript tools.
YouTube data for AI agents: channels, videos, transcripts, comments, search. Video research.
YouTube videos and channels with top comments in the same row, plus dislike estimates. No API key.
Search YouTube or a channel for transcripts, Google Trends, and Google Play reviews.
Related MCP Servers
- FlicenseNot gradedqualityBmaintenanceAutomates reading and replying to YouTube comments using the YouTube Data API v3. It handles moderation and auto-reply for simple comments while drafting responses for questions.-
- AlicenseAqualityCmaintenanceFinds YouTube outlier videos on small channels with high views-to-subs ratio, and provides tools to analyze video structure and comments to verify replicable formats.42MIT
- FlicenseAqualityDmaintenanceEnables fetching and analyzing YouTube video comments and replies through the YouTube Data API. Supports sorting by relevance or time and returns structured JSON data for comment analysis, summarization, and translation tasks.1-
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd
Glama MCP Gateway
Add one secure layer between your agents and this server.