Transcript intelligence
Use when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts.
How to use it
- Hit Copy the whole skill.
- Claude: ⋯ → Download .md, then Customize → Skills → Add → Upload skill.
ChatGPT: make a Project and paste it into Instructions.
Neither? Paste it at the top of a new chat — it works for that chat. - Describe your job in plain words. The AI follows the skill from there.
Claude Code — installs the whole folder, not just SKILL.md
npx degit ScrapeCreators/social-media-research-skills/skills/transcript-intelligence#main ~/.claude/skills/transcript-intelligenceFor one project only, change the path to .claude/skills/transcript-intelligence.
Not working?
- Check which app you pasted it into — the steps above name the right one.
- Some skills need the paid tier of Claude or ChatGPT.
Paste into Claude, ChatGPT or Cursor.
Show the full text131 lines
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
# 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.
| 1 | |
| 2 | name transcript-intelligence |
| 3 | 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. |
| 4 | allowed-tools Bash, Read, Write, WebFetch |
| 5 | |
| 6 | version 1.0.0 |
| 7 | author ScrapeCreators |
| 8 | license MIT |
| 9 | homepage https://scrapecreators.com |
| 10 | repository https://github.com/ScrapeCreators/social-media-research-skills |
| 11 | metadata |
| 12 | openclaw |
| 13 | requires |
| 14 | env |
| 15 | - SCRAPECREATORS_API_KEY |
| 16 | primaryEnv SCRAPECREATORS_API_KEY |
| 17 | homepage https://scrapecreators.com |
| 18 | tags |
| 19 | - social-media |
| 20 | - research |
| 21 | - scrapecreators |
| 22 | |
| 23 | |
| 24 | # Transcript Intelligence |
| 25 | |
| 26 | ## Overview |
| 27 | |
| 28 | 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. |
| 29 | |
| 30 | ## When to Use |
| 31 | |
| 32 | Use this skill when the user asks to: |
| 33 | |
| 34 | summarize a video, reel, short, TikTok, podcast clip, or social video |
| 35 | analyze a creator's hooks or speaking style |
| 36 | extract quotes, claims, examples, and CTAs from transcripts |
| 37 | turn transcripts into social posts, scripts, newsletters, or content ideas |
| 38 | compare what multiple creators say about a topic |
| 39 | |
| 40 | ## Transcript Sources |
| 41 | |
| 42 | | Platform | Endpoint | |
| 43 | |---|---| |
| 44 | | TikTok | `/v1/tiktok/video/transcript` | |
| 45 | | Instagram | `/v2/instagram/media/transcript` | |
| 46 | | YouTube | `/v1/youtube/video/transcript`, `/v1/youtube/video` | |
| 47 | | Facebook | `/v1/facebook/post/transcript` | |
| 48 | | X/Twitter | `/v1/twitter/tweet/transcript` | |
| 49 | | LinkedIn | `/v1/linkedin/post/transcript` | |
| 50 | | Rumble | `/v1/rumble/video/transcript` | |
| 51 | | Reddit video | `/v1/reddit/post/transcript` | |
| 52 | |
| 53 | If a detail endpoint already includes transcript text, use it. If transcript is unavailable, say so and fall back to title/caption/description only. |
| 54 | |
| 55 | ## Workflow |
| 56 | |
| 57 | **Collect URLs or discover videos** |
| 58 | If URLs are provided, fetch each transcript directly. |
| 59 | If a creator/channel is provided, first fetch recent posts/videos, then choose relevant videos. |
| 60 | |
| 61 | **Extract transcript text** |
| 62 | Preserve timestamps if provided. |
| 63 | Keep source URL with each transcript. |
| 64 | Do not hallucinate missing captions. |
| 65 | |
| 66 | **Segment the transcript** |
| 67 | Break into: |
| 68 | hook/opening |
| 69 | setup/context |
| 70 | main claim or lesson |
| 71 | evidence/examples |
| 72 | payoff |
| 73 | CTA |
| 74 | |
| 75 | **Analyze the content** |
| 76 | Extract: |
| 77 | exact hooks |
| 78 | claims and contrarian takes |
| 79 | stories |
| 80 | frameworks |
| 81 | objections addressed |
| 82 | emotional language |
| 83 | quotable lines |
| 84 | content atoms that stand alone |
| 85 | |
| 86 | **Synthesize across multiple transcripts** |
| 87 | Cluster by topic and angle. |
| 88 | Count recurring themes. |
| 89 | Identify repeated hook formulas. |
| 90 | Flag the strongest examples with citations. |
| 91 | |
| 92 | ## Output Format |
| 93 | |
| 94 | |
| 95 | # Transcript Intelligence Report |
| 96 | |
| 97 | ## TL;DR |
| 98 | - Main themes: |
| 99 | - Strongest hooks: |
| 100 | - Best reusable ideas: |
| 101 | |
| 102 | ## Transcript-by-Transcript Notes |
| 103 | ### [Video title or URL](url) |
| 104 | - Hook: "..." |
| 105 | - Core idea: ... |
| 106 | - Best quote: "..." |
| 107 | - CTA: ... |
| 108 | - Content atoms: |
| 109 | 1. ... |
| 110 | |
| 111 | ## Patterns Across the Set |
| 112 | | Pattern | Evidence | Example URLs | |
| 113 | |---|---|---| |
| 114 | |
| 115 | ## Hooks Swipe File |
| 116 | - "..." |
| 117 | - "..." |
| 118 | |
| 119 | ## Repurposing Ideas |
| 120 | - LinkedIn post: |
| 121 | - X thread: |
| 122 | - Short-form script: |
| 123 | - Newsletter section: |
| 124 | |
| 125 | |
| 126 | ## Common Pitfalls |
| 127 | |
| 128 | Do not summarize from the title alone if the user asked for transcript analysis. Fetch transcripts first. |
| 129 | Do not lose exact wording. Hooks and quotes are more valuable verbatim. |
| 130 | Do not treat AI-generated transcript text as perfect. If wording seems garbled, mark it as approximate. |
| 131 | Do not mix source attribution. Every quote should trace back to a URL. |
Discussion
Alternatives
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