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Scored across 7 tools
Each tool has a distinct role, but frames can be produced three ways (brief_frames, brief_scenes with withFrames, brief_slice), and brief_transcribe vs brief_transcript could initially be confused (start/monitor vs read cached). The descriptions do a good job of delineating these, noting defaults, caps, and when to use which.
All tools share a consistent brief_ prefix in snake_case, so the set reads as a coherent family. The suffix style is mixed (verbs like probe/transcribe/slice/export vs nouns like transcript/frames/scenes), which is a minor deviation but still predictable.
Seven tools is well within a comfortable range, and each covers a discrete step of the video-briefing workflow (inspect, transcribe, read, sample, detect, interleave, export). No tool looks redundant or tacked on.
The surface covers the full lifecycle from probing a file through transcription, evidence gathering, and exporting artifacts to a folder. Minor gaps remain: no cache cleanup/management, no options for transcription model or language, and no explicit error/recovery path for corrupt files.