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oxbshw/watch-skill

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.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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skills/asking-with-evidence/SKILL.md

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skills/configuring-vision/SKILL.md

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skills/extracting-structure/SKILL.md

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skills/learning-from-mistakes/SKILL.md

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skills/sharing-results/SKILL.md

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skills/the-loop/SKILL.md

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skills/video-memory/SKILL.md

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skills/watch/SKILL.md

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skills/watching-videos/SKILL.md

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View on GitHubAdd to my skills

Verified commit f1317c8fe64744a606c31867b05fbbe3144268c6

git clone --filter=blob:none --no-checkout https://github.com/oxbshw/watch-skill.git .hotskills/oxbshw-watch-skill && git -C .hotskills/oxbshw-watch-skill checkout --detach f1317c8fe64744a606c31867b05fbbe3144268c6 # Copy each selected skill directory from .hotskills/oxbshw-watch-skill into .claude/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/oxbshw/watch-skill.git .hotskills/oxbshw-watch-skill && git -C .hotskills/oxbshw-watch-skill checkout --detach f1317c8fe64744a606c31867b05fbbe3144268c6 # Copy each selected skill directory from .hotskills/oxbshw-watch-skill into .agents/skills/<skill-name>/
559GitHub stars
16stars in 7 days
10skills in this repository
0commits in 30 days

Heat

5.9
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Oct 25, 2026Nov 7, 2026559

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

asking-with-evidence

When your agent uses it

The user asks a question about a video that was already watched or indexed — "what did they say about X", "what error code appears", "what happens at 2:30", "does the video show Y". Use this to answer from the persistent index with timestamped evidence and a confidence score instead of re-watching or guessing.

What it loads into context

Frontmatter

104 tokens

Always available to the agent

SKILL.md

528 tokens

When the skill is activated

Reference documents

11,134 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Answer a question
  2. "What happens at 2:30?"
  3. Don't know which video? Search them all
  4. When the user corrects you

Files

  • ../../.claude-plugin/marketplace.jsonasset885 bytes
  • ../../.claude-plugin/plugin.jsonasset674 bytes
  • ../../.mcp.jsonasset126 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • ../../commands/setup-watch-skill.mddoc4,107 bytes
  • SKILL.mdcore2,210 bytes
  • SKILL.mdcore2,210 bytes
  • SKILL.mdcore2,210 bytes
  • SKILL.mdcore2,210 bytes
  • ../configuring-vision/SKILL.mddoc2,033 bytes
  • ../extracting-structure/SKILL.mddoc1,976 bytes
  • ../learning-from-mistakes/SKILL.mddoc1,527 bytes
  • ../recovering-from-errors/SKILL.mddoc1,818 bytes
  • ../sharing-results/SKILL.mddoc1,637 bytes
  • ../the-loop/SKILL.mddoc2,495 bytes
  • ../video-memory/SKILL.mddoc2,288 bytes
  • ../watch/SKILL.mddoc5,363 bytes
  • ../watching-videos/SKILL.mddoc2,417 bytes
Read SKILL.md

# Asking with evidence

Every watched video sits in a persistent index. Questions about it are
answered from that index — text first, frames only when needed — with
timestamps, a confidence score, and an honest refusal when the video
does not show the answer. Never re-run a watch for a follow-up.

## Answer a question

```bash
watch-skill ask <video_id-or-original-url> "<question>"
```

Any language works; the answer comes back in the language of the
View the complete source on GitHub

Skills included

  • asking-with-evidence
  • configuring-vision
  • extracting-structure
  • learning-from-mistakes
  • recovering-from-errors
  • sharing-results
  • the-loop
  • video-memory
  • watch
  • watching-videos

Repository facts

License
MIT
Created
Jul 5, 2026
Last pushed
Oct 26, 2026
Forks
81
Open issues
0
Project activity
Active

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 6, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 38 notes
  • commands/setup-watch-skill.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • commands/setup-watch-skill.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • commands/setup-watch-skill.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • commands/setup-watch-skill.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • commands/setup-watch-skill.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/asking-with-evidence/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/asking-with-evidence/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/asking-with-evidence/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/configuring-vision/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/configuring-vision/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/configuring-vision/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/extracting-structure/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/extracting-structure/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/extracting-structure/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/learning-from-mistakes/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/learning-from-mistakes/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/learning-from-mistakes/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/recovering-from-errors/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/sharing-results/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/the-loop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 39 signals by file

.claude-plugin/marketplace.json

  • Network accessline 3
    "owner": {     "name": "oxbshw",     "url": "https://github.com/oxbshw"
  • Network accessline 4
    "name": "oxbshw",     "url": "https://github.com/oxbshw"   },
  • Network accessline 5
    "url": "https://github.com/oxbshw"
  • Network accessline 17
    "author": {         "name": "Watch Skill contributors",         "url": "https://github.com/oxbshw/watch-skill"
  • Network accessline 18
    "name": "Watch Skill contributors",         "url": "https://github.com/oxbshw/watch-skill"       },
  • Network accessline 19
    "url": "https://github.com/oxbshw/watch-skill"
  • Network accessline 20
    },       "homepage": "https://github.com/oxbshw/watch-skill",       "license": "MIT",
  • Network accessline 21
    "homepage": "https://github.com/oxbshw/watch-skill",

.claude-plugin/plugin.json

  • Network accessline 1
    {   "$schema": "https://json.schemastore.org/claude-code-plugin-manifest.json",
  • Network accessline 2
    "$schema": "https://json.schemastore.org/claude-code-plugin-manifest.json",
  • Network accessline 7
    "author": {     "name": "Watch Skill contributors",     "url": "https://github.com/oxbshw/watch-skill"
  • Network accessline 8
    "name": "Watch Skill contributors",     "url": "https://github.com/oxbshw/watch-skill"   },
  • Network accessline 9
    "url": "https://github.com/oxbshw/watch-skill"
  • Network accessline 10
    },   "homepage": "https://github.com/oxbshw/watch-skill",   "repository": "https://github.com/oxbshw/watch-skill",
  • Network accessline 11
    "homepage": "https://github.com/oxbshw/watch-skill",
  • Network accessline 12
    "repository": "https://github.com/oxbshw/watch-skill",

commands/setup-watch-skill.md

  • Broad permissionsline 1
    Bash, Read, AskUserQuestion
  • Network accessline 40
    If `uv` itself is missing, install it first (`winget install astral-sh.uv` on Windows, or `curl -fsSL https://astral.sh/uv/install.sh | sh` on macOS/Linux),
  • Dangerous shell operationline 41
    Windows, or `curl -fsSL https://astral.sh/uv/install.sh | sh` on macOS/Linux),
  • Network accessline 41
    Windows, or `curl -fsSL https://astral.sh/uv/install.sh | sh` on macOS/Linux),

skills/asking-with-evidence/SKILL.md

  • Broad permissionsline 1
    Bash, Read

skills/configuring-vision/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/extracting-structure/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/learning-from-mistakes/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/recovering-from-errors/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/sharing-results/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/the-loop/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/video-memory/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

skills/watch/SKILL.md

  • Broad permissionsline 1
    Bash, Read, AskUserQuestion
  • Broad permissionsline 1
    Bash, Read, AskUserQuestion

skills/watching-videos/SKILL.md

  • Broad permissionsline 1
    Bash, Read
  • Broad permissionsline 1
    Bash, Read

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 23 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativeManifest .claude-plugin/marketplace.json.claude/skills/<skill-name>/
CodexNativeManifest AGENTS.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/asking-with-evidence/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/asking-with-evidence/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/asking-with-evidence/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/asking-with-evidence/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.