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Scored across 12 tools
Most tools have clearly distinct roles in the pipeline (ingest, analyze, recommend, search, render, export, cuts, bed generation). However, preview_mix and export_mix_spec overlap significantly since export_mix_spec with render=true is explicitly 'same as preview_mix', and recommend_bgm vs search_music both perform music lookup with some boundary overlap.
All tools follow the snake_case verb_noun pattern (ingest_video, recommend_bgm, suggest_cuts, save_brand_kit, etc.), except for the noun-only 'status'. That minor inconsistency is the only deviation, making the set predictable.
12 tools map directly to a coherent music-video workflow: video ingest, analysis, BGM recommendation/search, track details, mixing, export, cutting, generated beds, brand kit, and batch analysis. Every tool has a clear purpose and the count fits squarely in the well-scoped range.
The toolkit covers the essential lifecycle from video input to analysis, music selection, mix preview, specification export, and batch operation. Minor gaps exist like management of saved assets (e.g., updating brand kits or deleting generated beds), but the core workflow has no dead ends and agents can complete a full pipeline.