{"repo":"oxbshw/watch-skill","free":true,"listed":false,"github":"https://github.com/oxbshw/watch-skill","clone":"git clone https://github.com/oxbshw/watch-skill.git","description":"Video understanding and self-verification for AI agents. Turn videos, streams, and agent screen recordings into searchable, timestamped evidence—then use THE LOOP to inspect, fix, and verify the work. MCP, CLI, REST, local-first.","language":"Python","stars":294,"topics":["agent-tools","ai-agents","claude","claude-code","computer-vision","ffmpeg","mcp","multimodal","ocr","video-understanding"],"license":"MIT","category":"media-processing","readme_excerpt":"Watch Skill Give every AI agent eyes for video — and a way to check its own work. Install · Documentation · Examples · Comparison · Roadmap Watch Skill turns videos, live streams, meetings, and screen recordings into a searchable, timestamped index. An agent can ask what happened, get an answer that cites the exact moment behind it, and ask again tomorrow without processing the video a second time. When the video is the agent's own browser or desktop session, THE LOOP closes the circle: record the work, judge it against plain-language criteria, and prove the fix. THE LOOP catching a $NaN total that an end-state screenshot misses, then proving the fix. What it does --- --- Watch Scene-aware frames, on-screen text, and local-first transcription from 1,800+ sites, live HLS/DASH streams, local media, meetings, browsers, windows, and desktops. Remember A persistent, searchable index with timestamp citations, hybrid retrieval, cross-video synthesis, and reusable lessons. Verify A capture → critique → fix → proof loop for browser flows, interfaces, generated video, gameplay, and monitored streams. Available as Claude Code skills, 23 MCP tools, a CLI, a REST API, and native adapters for LangChain/LangGraph, CrewAI, the OpenAI Agents SDK, LlamaIndex, and AutoGen. Install Two pieces, and you want both. The engine does the work; the skills teach your agent when to reach for it. Neither needs a clone, and the engine command works the same on macOS, Linux, and Windows — CI runs it on all ","default_branch":null,"files":null,"tree":[],"storefront":"/r/oxbshw","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/oxbshw/watch-skill/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}