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Scored across 6 tools
Each tool targets a distinct step in the video processing workflow: create (watch_video), read transcript (get_transcript), search (search_transcript), visual overview (get_frames), precise frame lookup (get_frame_at), and listing (list_videos). There is no meaningful overlap between any two tools; the boundaries are clear.
All tool names follow a consistent imperative verb_noun snake_case convention (watch_video, get_transcript, list_videos, search_transcript, get_frames, get_frame_at). Even 'get_frame_at' is a predictable extension of the get_ pattern, so naming is uniform and easy to guess.
Six tools is well-scoped for a video analysis server. Each tool covers a necessary operation without redundancy, and the count is appropriate for the domain.
The core workflow is well covered: ingest a video, retrieve transcript segments, search within them, and view visual content. The only notable gap is the absence of a delete/cleanup tool to remove processed videos or cached results, though list_videos does expose disk usage as a workaround.