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watch-skill MCP Server

oxbshw/watch-skill

Score: 75.5 → 0% Rank #3006 Monitoring
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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.

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Overview

oxbshw/watch-skill is a Python tool licensed under MIT. 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. Topics: ai-agents, computer-vision, mcp, multimodal, ocr, video-understanding, python, speech-to-text, video-analysis, agent-observability, agentic-ai, audio-understanding, deepseek, deepseek-harness, local-first, typescript, verification, deepwatch, agent-skills, llm.

Ranked #3006 out of 24846 indexed tools.

Ecosystem

Python MIT 340 pypi/wk
ai-agentscomputer-visionmcpmultimodalocrvideo-understandingpythonspeech-to-textvideo-analysisagent-observabilityagentic-aiaudio-understandingdeepseekdeepseek-harnesslocal-firsttypescriptverificationdeepwatchagent-skillsllm

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 481

481 stars → growing community

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 79%

11/14 issues closed → decent issue management

Contributors 10% 4

4 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 340/wk

340 weekly installs → early adoption

Forks 68
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 57 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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Matched Queries

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From the README

<div align="center">

# Watch Skill · DeepWatch

**Give AI agents eyes, ears, and verifiable results.**

**Watch Skill** turns video, audio and screen activity into searchable,
timestamped evidence, and answers *did that actually work?* with a
deterministic contract rather than a model's opinion. Add it to the agent you
already use over MCP.

**DeepWatch** is a ready-made agent workspace, built on the official DeepSeek
Harness with Watch Skill already composed in, where a tool call leaves a receipt
you can open and a result can be checked by something other than the agent that
produced it.

**Python · PyPI**

**Node · npm**

**Gates and directories**

[Install](#start-here) ·
[Use it](#the-deepwatch-workspace) ·
[THE LOOP](#the-loop-observe-act-verify) ·
[Packages](#which-package-is-for-you) ·
[Architecture](#how-it-fits-together) ·
[Docs](#documentation) ·
[Community](#community--ecosystem)

</div>

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## Two capabilities, and they work apart

**Perception.** Video, audio and screen
Read full README on GitHub →

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