by oxbshw · MCP Server · ★ 306
Watch Skill Give every AI agent eyes for video—and a way to inspect its own work. Watch Skill is a local-first video intelligence layer for agents. It turns videos, live streams, meetings, and screen recordings into searchable, timestamped evidence. Agents can understand what happened, retain it across sessions, and cite the exact moment behind an answer. When the video is the agent's own browser or desktop session, THE LOOP closes the feedback cycle: record the work, evaluate it against plain-language criteria, guide the fix, and verify the result.
| Stars | 306 |
| Forks | 48 |
| Language | Python |
| Category | MCP Server |
| License | MIT |
| Quality Score | 64.8888325099817/100 |
| Open Issues | 3 |
| Last Updated | 2026-08-22 |
| Created | 2026-07-05 |
| Platforms | claude-code, cli, mcp, python |
| Est. Tokens | ~17k |
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watch-skill is 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.. It is categorized as a MCP Server with 306 GitHub stars.
watch-skill is primarily written in Python. It covers topics such as agent-tools, ai-agents, claude.
You can find installation instructions and usage details in the watch-skill GitHub repository at github.com/oxbshw/watch-skill. The project has 306 stars and 48 forks, indicating an active community.
watch-skill is released under the MIT license, making it free to use and modify according to the license terms.