Transcript Analyzer

Transcript intelligence

by ScrapeCreators · MIT license · ★ 2,619 on GitHub · v1.0.0 · updated Aug 26

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…

---
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:

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.

The SKILL.md below is the copy AgentAlley read and checked. The repo has changed it since; the other files are from commit 64ba7b4.

Manual install (npx, ZIP)

Claude Codenpx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence -g -a claude-code

Claude Code (manual)

mkdir -p ~/.claude/skills && curl -sL https://codeload.github.com/ScrapeCreators/social-media-research-skills/tar.gz/64ba7b4dea71 \
  | tar -xz -C ~/.claude/skills --strip-components=2 social-media-research-skills-64ba7b4dea71/skills/transcript-intelligence

Windows (PowerShell)

New-Item -ItemType Directory -Force "$HOME\.claude\skills" | Out-Null; Invoke-WebRequest "https://m.agentalley.io/zip/35c18cc82fbf873a4114/transcript-intelligence.zip" -OutFile "$env:TEMP\transcript-intelligence.zip"; Expand-Archive "$env:TEMP\transcript-intelligence.zip" -DestinationPath "$HOME\.claude\skills" -Force

Claude.ai / desktopDownload the ZIP and upload it under Settings → Capabilities → Skills.

Codex, Cursor, other agentsPoint them at SKILL.md. The other files are plain text.

Connects with Agent Alley MCP · agentalley.io/mcp

Files included

SKILL.md3.7 KB

Read the files here

ScrapeCreators/64ba7b41 file

SKILL.md3.7 KB

SKILL.md

Show the full text131 lines

transcript-intelligence/SKILL.md131 lines · 3.7 KB

PreviewCode

Outline

RawView on GitHub

Transcript Intelligence

Overview

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

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	1. 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	2. Extract transcript text
62	- Preserve timestamps if provided.
63	- Keep source URL with each transcript.
64	- Do not hallucinate missing captions.
65
66	3. 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	4. 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	5. 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	```markdown
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.