A
licenseNot graded
qualityC
maintenanceMCP server enabling interaction with Twitter, YouTube, Instagram, and video processing via 31 tools, with local Whisper transcription and frame extraction for visual verification.
8
MIT
video-research-mcp
by Galbaz1
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TDQS
A3.7/5.0
Scored across 34 tools
Disambiguation3/5
The research_* family has several tools with overlapping-sounding names (research_web, research_deep, research_document) that serve distinct workflows but could cause misselection without careful description reading. Other groups like knowledge_* and video_* are clearly distinct.
Naming Consistency5/5
All 34 tools follow a consistent snake_case verb_noun or noun_verb pattern (e.g., video_analyze, knowledge_fetch, research_web_status). Batch operations are uniformly named (video_batch_analyze, content_batch_analyze), and even the deprecated tool follows the same convention.
Tool Count2/5
34 tools is excessive for a server named 'video-research-mcp', even with its broad scope covering video, research, knowledge, content, and infrastructure. Many tools are highly specific (research_web_cancel, research_web_followup) and the count exceeds the 25+ threshold for 'too many'.
Completeness4/5
The tool surface provides comprehensive coverage for video analysis (analyze, batch, metadata, comments, playlist, sessions), research (web, deep, paper, author), and knowledge management (ingest, search, fetch, stats). Minor gaps exist, such as missing knowledge delete/update and no session listing, but agents can work around these.
Maintenance
ActivityInactive
ResponsivenessUnresponsive