Agent skill

Transcript Intelligence

by ScrapeCreators in ScrapeCreators/social-media-research-skills

A skill your agent uses when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts.

MITAuto-check: notesMarketing & SEO

Install Transcript Intelligence

skills CLI
$ npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ScrapeCreators/social-media-research-skills transcript-intelligence --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ScrapeCreators/social-media-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/transcript-intelligence .claude/skills/transcript-intelligence && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
transcript-intelligence
GitHub stars
3.3k
Token cost
~943 tokens
SKILL.md length
303 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts.

  • Works in 5 steps: Collect URLs or discover videos → Extract transcript text → Segment the transcript → …
  • The user wants to summarize
  • SKILL.md covers Overview, When to Use, Transcript Sources and Workflow, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Transcript Intelligence is an agent skill from ScrapeCreators/social-media-research-skills. 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.

Its SKILL.md is about 940 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Marketing & SEO, covering Video and podcast notes and Content repurposing. It works with YouTube, TikTok, LinkedIn and Instagram. The repository describes itself as: AI agent skills for social media research. Outlier posts, comment mining, competitor teardowns, ad libraries & trends across TikTok, Instagram, YouTube, Reddit, X, LinkedIn &… The licence is MIT.

When your agent uses it

  • The user wants to summarize
  • Repurpose transcripts from TikTok
  • Reddit video posts

Example prompts

  • “/transcript-intelligence”

Requirements

  • A credential in SCRAPECREATORS_API_KEY
  • Pre-approved tools (allowed-tools): Bash, Read, Write, WebFetch

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Collect URLs or discover videos
  2. Extract transcript text
  3. Segment the transcript
  4. Analyze the content
  5. Synthesize across multiple transcripts

What it can do on your machine

Read from SKILL.md and the folder at commit 64ba7b4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash
    • Read
    • Write
    • WebFetch

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Transcript Intelligence loads about 943 tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 303 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~67
When it runs · the whole SKILL.md, loaded when a task matches
~943

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read, Write, WebFetch

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ScrapeCreators/social-media-research-skills at commit 64ba7b4, republished under its MIT licence (© ScrapeCreators). 303 words, ~943 tokens.

Download SKILL.mdSave it as .claude/skills/transcript-intelligence/SKILL.md (or your agent's skills folder).
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

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

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

markdown
# 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.

© ScrapeCreators, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/transcript-intelligence of ScrapeCreators/social-media-research-skills.

Open the folder on GitHubat commit 64ba7b4

Compare with similar skills

Transcript Intelligence next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Transcript Intelligence compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Transcript Intelligence this skillScrapeCreators/social-media-research-skills3.3k—~943Automated safety check: NotesMIT
Social Media Managementmanojbajaj95/claude-gtm-plugin1041 repos~3.9kAutomated safety check: PassMIT
Influencer Discoverytigerless-labs/influencer-discovery211—~2.5kAutomated safety check: NotesNone
Content Remix StudioLeoYeAI/openclaw-master-skills2.2k—~4.5kAutomated safety check: PassMIT
Business Contact and Social Links Finderbrowser-act/skills6.1k1 repos~1.6kAutomated safety check: PassMIT
Google Social Media Finderbrowser-act/skills6.1k—~1.7kAutomated safety check: PassMIT

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Questions about Transcript Intelligence

What does Transcript Intelligence do?

A skill your agent uses when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts. Transcript Intelligence is an agent skill from ScrapeCreators/social-media-research-skills. Use when the user wants to summarize, analyze, or repurpose transcripts from TikTok, Instagram, YouTube, Facebook, X/Twitter, LinkedIn, Rumble, or Reddit video posts.

When should I use Transcript Intelligence?

Transcript Intelligence fits situations like: the user wants to summarize; repurpose transcripts from TikTok; reddit video posts.

How do I install Transcript Intelligence in Claude Code?

Run `npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence -a claude-code`. Or copy the skill folder (skills/transcript-intelligence in ScrapeCreators/social-media-research-skills) into .claude/skills/transcript-intelligence in your project. Claude Code loads it when a task matches its description.

How do I install Transcript Intelligence in Codex?

Run `npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence -a codex`. Or copy the skill folder (skills/transcript-intelligence in ScrapeCreators/social-media-research-skills) into .agents/skills/transcript-intelligence in your project. Codex loads it when a task matches its description.

Can I use Transcript Intelligence in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ScrapeCreators/social-media-research-skills --skill transcript-intelligence -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/transcript-intelligence, .gemini/skills/transcript-intelligence, .github/skills/transcript-intelligence and .opencode/skills/transcript-intelligence in your project.

What does Transcript Intelligence need to run?

SKILL.md names no scripts, command-line tools or credentials: Transcript Intelligence is instructions for the agent only. Our summary lists: A credential in SCRAPECREATORS_API_KEY. Its frontmatter pre-approves these tools: Bash, Read, Write, WebFetch.

Does Transcript Intelligence access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Transcript Intelligence safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Transcript Intelligence use?

Transcript Intelligence is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Transcript Intelligence use?

About 943 tokens (SKILL.md is roughly 3.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Transcript Intelligence?

Skills that share tags, products or a category with Transcript Intelligence: Social Media Management (manojbajaj95/claude-gtm-plugin, 104 stars), Influencer Discovery (tigerless-labs/influencer-discovery, 211 stars), Content Remix Studio (LeoYeAI/openclaw-master-skills, 2.2k stars) and Business Contact and Social Links Finder (browser-act/skills, 6.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Transcript Intelligence?

ScrapeCreators (a GitHub organization) maintains it in ScrapeCreators/social-media-research-skills, which has 3,258 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 26, 2026.

Source: ScrapeCreators/social-media-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.