youtube-studio-mcp
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TDQS
Scored across 5 tools
Each tool targets a distinct resource or analytical view: channel overview, channel analytics, video list, retention curve, and pillar aggregation. Even the two channel-level tools are clearly separated by cached current stats vs. date-range analytics.
Tool names follow a consistent verb_noun pattern: get_ for single retrievals, list_ for collections, and analyze_ for derived analysis. All names use snake_case and clearly communicate their action.
Five tools is a well-scoped size for an analytics-focused YouTube Studio server. Each tool serves a distinct part of the workflow without unnecessary redundancy or sprawl.
The set covers channel-level stats, video listing, retention, and pillar analysis, but there are notable gaps such as per-video performance metrics, video metadata updates, and any management actions. It works well for read-only analytics but is not a complete YouTube Studio surface.