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oxbshw/watch-skill

Watch Skill is an MCP-based tool that turns video, audio, and screen activity into searchable, timestamped evidence for AI agents, with deterministic verification of agent results.

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Watch Skill converts video, audio, and screen activity into searchable, timestamped evidence that AI agents can consume, exposed via MCP, CLI, REST, and web interfaces. It verifies that agent work actually succeeded using deterministic contracts rather than model judgment. DeepWatch is a companion agent workspace built on the DeepSeek Harness with Watch Skill integrated, distributed through PyPI and npm.

Frequently asked

What is oxbshw/watch-skill?
Watch Skill is an MCP-based tool that turns video, audio, and screen activity into searchable, timestamped evidence for AI agents, with deterministic verification of agent results.
Is watch-skill open source?
Yes — oxbshw/watch-skill is open source, released under the MIT license.
What language is watch-skill written in?
oxbshw/watch-skill is primarily written in Python.
How popular is watch-skill?
oxbshw/watch-skill has 512 stars on GitHub.
Where can I find watch-skill?
oxbshw/watch-skill is on GitHub at https://github.com/oxbshw/watch-skill.

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