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Scored across 9 tools
Each tool has a clear primary role: analyze for full pipeline, transcribe for speech, ocr for text, frames for visuals, info for metadata, search for locating moments, and deps for setup. The only overlap is video_analyze, which combines several primitives, but its description explicitly directs when to use it, so agents should not be misled.
All tools share the video_ prefix and use lowercase, underscore-separated action-oriented names such as video_extract_frames and video_get_frame_burst. The main deviation is video_info, which uses a noun rather than a verb, but the pattern is otherwise consistent.
Nine tools is well-scoped for a video-processing MCP server. Each tool covers a distinct part of the video-understanding workflow, from dependency checking and metadata probing to transcription, OCR, frame extraction, and combined analysis, without unnecessary bloat.
The surface covers all major video analysis needs: metadata, transcripts, searching, frame extraction, OCR, and a one-shot summary. There are no obvious dead ends—dependencies are checked, and tools are designed to feed into each other (e.g., transcript timestamps to video_get_frame).