Transcript Intelligence

SkillWeb & browsing

Lets your agent summarize and analyze video transcripts from social platforms like YouTube, TikTok, and X.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Transcript Intelligence skill

About this capability

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

PlatformEndpoint
TikTok/v1/tiktok/video/transcript
Instagram/v2/instagram/media/transcript
YouTube/v1/youtube/video/transcript, /v1/youtube/video
Facebook/v1/facebook/post/transcript
X/Twitter/v1/twitter/tweet/transcript
LinkedIn/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

  1. 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.
  2. Extract transcript text

    • Preserve timestamps if provided.
    • Keep source URL with each transcript.
    • Do not hallucinate missing captions.
  3. Segment the transcript Break into:

    • hook/opening
    • setup/context
    • main claim or lesson
    • evidence/examples
    • payoff
    • CTA
  4. Analyze the content Extract:

    • exact hooks
    • claims and contrarian takes
    • stories
    • frameworks
    • objections addressed
    • emotional language
    • quotable lines
    • content atoms that stand alone
  5. 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
2k
Forks
27
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
transcript-intelligence
Source
github.com/scrapecreators/social-media-research-skills