watch-skill: Give AI agents eyes, ears, and verifiable results

by oxbshw · MCP Server · ★ 484

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install watch-skill

/plugin marketplace add oxbshw/watch-skill
/plugin install watch-skill@watch-skill

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 65/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agent-observabilityagent-skillsagentic-aiai-agentsaudio-understandingcomputer-visiondeepseekdeepseek-harnessdeepwatchllm

Quick Facts

Stars484
Forks68
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score65/100
Open Issues6
Last Updated2026-10-14
Created2026-07-05
Platformsbrowser, cli, mcp, python
Est. Tokens~17k

About watch-skill

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.

Compatible Skills

These tools work well together with watch-skill for enhanced workflows:

  • youtube-to-knowledge — semantic(0.20)+complementary+rare_topics+same_lang+similar_pop+shared_platform (66%)
  • OmniAgent — semantic(0.27)+complementary+rare_topics+same_lang+similar_pop+shared_platform (64%)

watch-skill alternative? Top 6 similar tools

Looking for a watch-skill alternative? If you're comparing watch-skill with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

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  • eval-view by hidai25 · ⭐ 139

    Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGr

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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