| name | transcript-extraction |
| description | Encodes the protocol for extracting and cleaning transcripts from video sources (primarily YouTube) during research sessions. USE FOR: pulling closed captions or auto-generated transcripts when a video is a primary research source; cleaning timestamps and speaker markers for better LLM readability; populating .cache/transcripts/ before a synthesis phase. DO NOT USE FOR: general web scraping (use source-caching); downloading video/audio files; real-time transcription of live streams. |
SKILL: Transcript Extraction
This skill governs the extraction and cleaning of transcripts from video sources to support the Endogenous-First axiom (MANIFESTO.md § 1) by ensuring all source signals—even non-textual ones—are distilled into searchable, readable Markdown/text artifacts. It operates under the global constraints of AGENTS.md regarding file-writing and local compute.
Beliefs & Context
- Information Density: Video sources often contain unique practitioner insights (demos, conference talks) not found in written docs. Distilling them into text allows for local semantic search and cross-referencing.
- LCF Adherence: By caching transcripts in
.cache/transcripts/, we avoid repeated network hits and high-token external model reads of video URLs.
- Artifact Integrity: Transcripts must be cleaned of redundant timestamps and repetitive filler to preserve context window space.
Workflow & Intentions
1. Identify Video Source
Extract the Video ID from the URL (e.g., J5KTpq7hVn4 from https://youtu.be/J5KTpq7hVn4).
2. Verify Cache First
Check if the transcript already exists in the local cache before attempting extraction.
ls .cache/transcripts/video_<VIDEO_ID>.txt
3. Extraction Protocol
Use the designated internal script to pull the transcript. Prefer manually created English transcripts over auto-generated versions when available.
uv run python scripts/pull_yt_transcript.py <VIDEO_ID> .cache/transcripts/video_<VIDEO_ID>.txt
4. Verification Check
Confirm the file is non-empty and contains readable text.
test -s .cache/transcripts/video_<VIDEO_ID>.txt && head -n 5 .cache/transcripts/video_<VIDEO_ID>.txt
Constraints
- UTF-8 Only: All extracted transcripts must be stored as UTF-8 encoded plain text.
- Privacy: Only pull transcripts for public videos.
- Minimal Metadata: Focus on the spoke word; omit frame data or visual descriptions unless critical to the research question.
- Pathing: Always store the output in
.cache/transcripts/ to ensure it is gitignored but available for the current session.
Output Examples
Successful Extraction Log
## Transcript Extraction — video_J5KTpq7hVn4
- **Source**: https://youtu.be/J5KTpq7hVn4
- **Status**: Captured to `.cache/transcripts/video_J5KTpq7hVn4.txt`
- **Signal**: Clean text, English (manual)
