watch-skill

by oxbshw · Media & Design · ★ 519

watch-skill is an MCP server by oxbshw. Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace built on DeepSeek Harness. Python + npm, MCP, CLI, REST, Web. It has 519 GitHub stars and ranks #130 of 2017 in Media & Design by stars.

Category: Media & Design
Author: oxbshw
GitHub stars: 519
This week: Tracking since 18 Oct 2026
Language: Python
License: MIT (open source)
Last update: 2026-10-14 (10 days ago)
Links: Source Website

agent-observability
agent-skills
agentic-ai
ai-agents
audio-understanding
computer-vision
deepseek
deepseek-harness
deepwatch
llm
local-first
mcp
+8 more

How to install watch-skill

Install steps differ per project, so follow the README in the watch-skill repository. Most MCP servers start with a single command (npx -y <package>, uvx <package> or a Docker image) that you add to your client's config. The install guide shows where that goes in Claude Code, Claude Desktop, Cursor and VS Code.

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MCP servers for Python projects1198

Maintain this project? Get it featured ($99/mo, pinned at the top of Media & Design) or see what featuring includes.

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Frequently asked questions

What is watch-skill?

watch-skill is an MCP server by oxbshw in the Media & Design category. Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace... It has 519 GitHub stars and ranks #130 of 2017 in Media & Design by stars.

Is watch-skill free and open source?

Yes. watch-skill is published under the MIT license, so you can run, modify and self-host it at no cost. If it connects to a paid service, that service's own pricing and API terms still apply. Check the repository for the exact license text before using it commercially.

What are the alternatives to watch-skill?

Other Media & Design projects on MCP Harbor include Shotkiln, remotion, LocalAI. Each alternative links to its own page with stars, license and recent activity. The Media & Design category ranks all 2017 by stars, and you can re-sort it by growth this week.

Alternatives to watch-skill

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All 2017 Media & Design MCP servers →

Data last updated 25 October 2026. Stars and downloads are refreshed every day from GitHub and npm.