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ScrapeCreators

Transcript Intelligence 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.

$npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence
GitHub stars
6,210
Pack installs
22k
Alyn Score
59/99
Updated
3 months ago
License
MIT

ScrapeCreators

Transcript Intelligence

Install Transcript Intelligence

Pick your agent. Every command is ready to paste.

$npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence

The open skills CLI detects your agents (Claude Code, Cursor, Codex and 70+ more) and installs to the right folder. Add -g to install globally.

01

Install it

Run the command above, or upload the folder in Claude.

02

Ask naturally

Describe the task. Your agent loads transcript-intelligence when the request matches its description.

03

Name it if needed

If it does not trigger, say “use the transcript-intelligence skill”. In Codex, type $transcript-intelligence.

The skill itself

SKILL.md

GitHub

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
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.

Tips for Transcript Intelligence

  • • Start a fresh session after installing so your agent picks up the new skill.
  • • It is part of a pack with 13 skills. Install only the ones you need with --skill to keep triggers precise.
  • • If two skills overlap, mention the one you want by name.

Questions about Transcript Intelligence

What does the Transcript Intelligence skill do?

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.

How do I install Transcript Intelligence?

Run "npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence" in your project. The skills CLI installs it for Claude Code, Cursor, Codex and 70+ other agents. In Claude on the web, upload the skill folder as a ZIP under Customize > Skills.

Does Transcript Intelligence work in Cursor and Codex?

Yes. Transcript Intelligence uses the open SKILL.md format, so it works in Claude Code, Claude, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot and other agents that support agent skills.

Is Transcript Intelligence free?

Transcript Intelligence is open source on GitHub under the MIT license. It is free to install; check the license before commercial use.

Who made Transcript Intelligence?

Transcript Intelligence is published by ScrapeCreators in the ScrapeCreators/social-media-research-skills repository, together with 12 other skills.

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