Individual skill
watch
Watch a video (URL or local path). Downloads with yt-dlp, extracts auto-scaled frames with ffmpeg, pulls the transcript from captions (or local WhisperX / cloud Whisper fallback), and hands the result to the agent so it can answer questions about what's in the video. With a Gemini API key, Google's agentic video model watches the full video instead.
skills/watch/SKILL.md
Source commit 03ceb42f7fa2c4439aca01752118044baabffb8f
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 20,392
- Repository last updated
- Sep 25, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- engineering Derived category
Files and excerpt
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Browse files
.gitattributesasset · 274 bytes.skillignoreasset · 168 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesSKILL.mdcore · 17,164 bytesscripts/build-skill.shruns · 1,391 bytesscripts/config.pyruns · 7,258 bytesscripts/download.pyruns · 10,822 bytesscripts/frames.pyruns · 29,083 bytesscripts/gemini.pyruns · 8,261 bytesscripts/local_whisperx.pyruns · 7,099 bytesscripts/runtime.pyruns · 1,377 bytesscripts/setup.pyruns · 15,685 bytesscripts/transcribe.pyruns · 4,435 bytesscripts/watch.pyruns · 21,139 bytesscripts/whisper.pyruns · 15,980 bytes
Read excerpt
# /watch
Run the bundled Python script. With the **gemini** engine (a `GEMINI_API_KEY` is configured) Google's video model watches the video and the report carries its timestamped answer for you to relay. With the **local** engine the script produces timestamped frames and a transcript; view the frames and answer from that evidence. Native captions come first; the chosen local or cloud backend is only a fallback. Transcript-only evidence cannot establish visual facts.
## Resolve the skill and interpreter
`SKILL_DIR` is the absolute directory containing this SKILL.md; `scripts/` sits beside it.
Commands below use `python3` for macOS/Linux. On Windows, verify a working Python 3.10+ with `python --version` or `py -3 --version` and use that interpreter. `python3` is not always a Store alias; inspect the actual result. In PowerShell use `$SKILL_DIR` rather than Bash variable syntax, for example:
```powershell
python "$SKILL_DIR/scripts/setup.py" --json
```