by oxbshw · MCP Server · ★ 173
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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. The same engine is available through skills, 23 MCP tools, a CLI, REST, and native framework adapters. Watch. Remember. Fix. Verify. One video layer, three agent capabilities |
| Stars | 173 |
| Forks | 22 |
| Language | Python |
| Category | MCP Server |
| License | MIT |
| Quality Score | 65.7065146773357/100 |
| Last Updated | 2026-07-12 |
| 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 173 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 173 stars and 22 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.
The top alternatives to watch-skill on Agent Skills Hub include claude-video-vision, c4-genai-suite, postman-mcp-server. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.