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Scored across 6 tools
Each tool has a clearly distinct purpose: AI preparation, metadata inspection, compression for images and videos separately, frame extraction, and cleanup. No overlapping functionality.
Most tools follow a noun_verb pattern (media_inspect, image_compress, video_compress, video_extract_frames, media_cleanup), but prepare_for_ai breaks the pattern with a verb_preposition_noun structure. Still, all use snake_case and are readable.
With 6 tools, the server is well-scoped for media processing and AI preparation. Each tool addresses a specific need without redundancy or excessive granularity.
Covers core operations (compression, inspection, frame extraction, cleanup, and one-shot AI prep). Missing a list_jobs tool to retrieve previous job IDs, but the main workflow is supported.