Transcript Intelligence
SkillWeb & browsingLets your agent fetch and analyze video transcripts from TikTok, YouTube, Instagram and other social platforms.
Then ask your AI: use the Transcript Intelligence skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.
About this skill
Use when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts. Extracts hooks, claims, quotes, content atoms, themes, and reusable scripts.
What this skill tells your AI
The instructions your AI receives, as published by scrapecreators/social-media-research-skills in skills/transcript-intelligence/SKILL.md and read by Ahel’s review.
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
# 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.
Signals
- GitHub stars
- 3k
- Forks
- 48
- Last commit
- Aug 2026
Advanced
- Item type
- skill
- Key
transcript-intelligence-scrapecreators- Source
- github.com/scrapecreators/social-media-research-skills
github.com/scrapecreators/social-media-research-skills
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