watch-skilllisted

# Watch Skill Video intelligence for AI agents — watch video content, extract meaningful moments, remember what was seen, and verify claims against visual evidence. ## When to use - Analyzing video files for content, objects, or scenes - Extracting key frames or moments from video - Transcribing speech from video audio - Searching for specific moments across video libraries - Building video-aware agent workflows (monitoring, review, verification) - Verifying claims against video evidence ## Core capabilities ### Watch (ingest) - Load video from local files, URLs, or streams - Extract frames at specified intervals or on scene changes - Capture metadata (duration, resolution, codec, fps) ### Remember (index) - Build searchable indexes of video moments - Store frame embeddings for semantic search - Track timestamps and scene boundaries ### Verify (query) - Search for specific objects, people, or scenes - Compare frames across videos - Validate claims against visual evidence - Generate timestamped evidence clips ## MCP integration Start the MCP server: ```bash watch-skill serve # stdio transport (default) watch-skill serve --http # Streamable HTTP on port 8747 ``` The MCP server exposes tools for video ingestion, frame extraction, semantic search, and moment verification. ## Related skills - **videodb**: Full video/audio pipeline (ingest, index, edit, generate) - **video-editing**: AI-assisted video editing and production - **ui-demo**: Record polished UI d