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Transcript Intelligence
Overview
Turn public video transcripts into useful research and content assets. This skill is for extracting signal from spoken social video: hooks, claims, stories, objections, examples, CTAs, and reusable content angles.
When to Use
Use this skill when the user asks to:
- summarize a video, reel, short, TikTok, podcast clip, or social video
- analyze a creator's hooks or speaking style
- extract quotes, claims, examples, and CTAs from transcripts
- turn transcripts into social posts, scripts, newsletters, or content ideas
- compare what multiple creators say about a topic
Transcript Sources
| Platform | Endpoint |
|---|---|
| TikTok | /v1/tiktok/video/transcript |
/v2/instagram/media/transcript | |
| YouTube | /v1/youtube/video/transcript, /v1/youtube/video |
/v1/facebook/post/transcript | |
| X/Twitter | /v1/twitter/tweet/transcript |
/v1/linkedin/post/transcript | |
| Rumble | /v1/rumble/video/transcript |
| Reddit video | /v1/reddit/post/transcript |
If a detail endpoint already includes transcript text, use it. If transcript is unavailable, say so and fall back to title/caption/description only.
Workflow
- Collect URLs or discover videos
- If URLs are provided, fetch each transcript directly.
- If a creator/channel is provided, first fetch recent posts/videos, then choose relevant videos.
- Extract transcript text
- Preserve timestamps if provided.
- Keep source URL with each transcript.
- Do not hallucinate missing captions.
- Segment the transcript
Break into:
- hook/opening
- setup/context
- main claim or lesson
- evidence/examples
- payoff
- CTA
- Analyze the content
Extract:
- exact hooks
- claims and contrarian takes
- stories
- frameworks
- objections addressed
- emotional language
- quotable lines
- content atoms that stand alone
- Synthesize across multiple transcripts
- Cluster by topic and angle.
- Count recurring themes.
- Identify repeated hook formulas.
- Flag the strongest examples with citations.
Output Format
markdown
# Transcript Intelligence Report
## TL;DR
- Main themes:
- Strongest hooks:
- Best reusable ideas:
## Transcript-by-Transcript Notes
### [Video title or URL](url)
- Hook: "..."
- Core idea: ...
- Best quote: "..."
- CTA: ...
- Content atoms:
1. ...
## Patterns Across the Set
| Pattern | Evidence | Example URLs |
|---|---|---|
## Hooks Swipe File
- "..."
- "..."
## Repurposing Ideas
- LinkedIn post:
- X thread:
- Short-form script:
- Newsletter section:Common Pitfalls
- Do not summarize from the title alone if the user asked for transcript analysis. Fetch transcripts first.
- Do not lose exact wording. Hooks and quotes are more valuable verbatim.
- Do not treat AI-generated transcript text as perfect. If wording seems garbled, mark it as approximate.
- Do not mix source attribution. Every quote should trace back to a URL.
