/transcript-intelligence

name: transcript-intelligence
description: 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.
allowed-tools: Bash, Read, Write, WebFetch

version: 1.0.0
author: ScrapeCreators
license: MIT
homepage: https://scrapecreators.com
repository: https://github.com/ScrapeCreators/social-media-research-skills
metadata:
  openclaw:
    requires:
      env:
        - SCRAPECREATORS_API_KEY
    primaryEnv: SCRAPECREATORS_API_KEY
    homepage: https://scrapecreators.com
    tags:
      - social-media
      - research
      - scrapecreators

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.