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Scored across 14 tools
Each tool targets a distinct pipeline stage (probe, conform, key, matte, solve, anime effects, delivery), and the descriptions clearly frame the boundaries. The only real overlap is chroma_key vs matte_external, but the 'fast first pass' vs 'AI matting tool you installed' framing makes the choice workable, as does composite_preview vs side_by_side vs vertical.
All names are readable snake_case, but grammatical structure is mixed: verb-only (probe, conform), verb_noun (extract_frames, impact_frames), noun_noun (chroma_key, latency_budget), noun_verb (colmap_solve), and prepositional/adjectival forms (on_twos, side_by_side, vertical). The vocabulary is descriptive but not a predictable pattern an agent can rely on.
14 tools is well within the sweet spot and each maps to a concrete pipeline stage from ingest through anime stylization to social delivery. Nothing feels padded or redundant enough to remove.
The surface covers ingest, camera solve, UE export, keying/matting, anime effects, social reframing, and booth latency planning. The main gap is a final composite/render step — composite_preview explicitly is 'not the final comp' — plus no audio or delivery/export tooling, though those can be handled in Unreal.