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watch-skill
Python

watch-skill

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.

by oxbshw · GitHub
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agent-toolsai-agentsclaudeMITPythonSelf-hostable
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Transform videos and screen recordings into searchable evidence for AI agents, allowing them to learn and verify their work.

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2026-07-202026-08-31
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📄 About

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.

watch-skill has 321 stars on GitHub. It has been forked 50 times. watch-skill is written mainly in Python. It has been in active development since 2026. watch-skill is available under the MIT license. Its main topics are agent-tools, ai-agents, claude, claude-code.

Frequently asked questions

What is watch-skill?

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.

Is watch-skill open source?

watch-skill is an open-source project. It is released under the MIT license.

Is watch-skill free?

Yes. watch-skill is free and open source — you can use, modify and self-host it.

What license does watch-skill use?

watch-skill is available under the MIT license.

What language is watch-skill written in?

watch-skill is written mainly in Python.

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