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Practical AI agent skills for social media research, powered by ScrapeCreators.
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来源文件:README.md
Practical AI agent skills for social media research, powered by ScrapeCreators.
These skills help agents find outlier posts, mine comments, summarize transcripts, tear down competitors, analyze ad libraries, and turn public social data into useful business artifacts.
This is not just endpoint routing. The goal is to give your AI agent complete research workflows it can run across TikTok, Instagram, YouTube, Reddit, X/Twitter, LinkedIn, Facebook, Threads, Bluesky, Pinterest, Rumble, ad libraries, and more.
npx skills add ScrapeCreators/social-media-research-skills
Works with Claude Code, Cursor, OpenAI Codex, GitHub Copilot, Gemini CLI, Windsurf, VS Code, and other agents that support the Agent Skills spec.
Set your ScrapeCreators API key:
export SCRAPECREATORS_API_KEY=sk_...
Get a key at scrapecreators.com.
| Skill | Use it when you want to... | Output |
|---|---|---|
outlier-post-finder | Find posts, reels, shorts, tweets, or videos that beat a creator's baseline | Outlier table, repeatable patterns, hooks to steal |
transcript-intelligence | Analyze video transcripts from TikTok, Instagram, YouTube, Facebook, X, LinkedIn, Rumble, or Reddit | Summary, hooks, claims, quotes, content atoms |
comment-mining | Mine comments for questions, objections, pain points, product ideas, and audience language | VOC report, themes, quotes, content ideas |
competitor-social-research | Compare competitors' social strategy and find what is working | Competitor brief, content pillars, gaps, recommendations |
ad-library-teardown | Analyze active Meta, Google, and LinkedIn ads | Messaging angles, hooks, CTAs, offers, test ideas |
trend-discovery | Find trending topics, hashtags, sounds, posts, and short-form formats in a niche | Trend brief, evidence table, suggested content angles |
influencer-prospecting | Build creator or influencer prospect lists from public social data | Prospect CSV/table, fit score, outreach notes |
audience-research | Evaluate creator or brand audience fit from public profile and demographic signals | Audience-fit report, market/country notes, confidence labels |
social-listening-brief | Research what people are saying about a brand, topic, product category, or niche | Multi-source brief, themes, cited examples, sentiment caveats |
product-demand-research | Validate product ideas and find pain points from social posts, comments, and Reddit | Demand signals, pains, objections, exact language, ideas |
creator-profile-teardown | Analyze why a creator or brand account works and what to copy | Positioning teardown, content pillars, outliers, playbook |
content-repurposing | Turn social videos, transcripts, and posts into reusable content assets | LinkedIn posts, X threads, scripts, newsletter/blog ideas |
scrapecreators-api | Route a raw scraping/fetching request to the right ScrapeCreators endpoint | API calls, endpoint references, pagination guidance |
Find the outlier posts for @starterstory on YouTube Shorts from the latest page of videos.
Analyze the transcripts from these 12 TikToks and pull out the best hooks, claims, and reusable content angles.
Mine the comments on this viral Instagram Reel. I want objections, questions, buying intent, and exact audience language.
Compare these five brands on TikTok and Instagram. What formats and topics are working for each one?
Tear down the active Facebook, Google, and LinkedIn ads for this competitor. Give me hooks, offers, CTAs, and what to test.
scrapecreators-api
│
▼
social research workflows
├─ outlier-post-finder
├─ transcript-intelligence
├─ comment-mining
├─ competitor-social-research
├─ ad-library-teardown
├─ trend-discovery
├─ influencer-prospecting
├─ audience-research
├─ social-listening-brief
├─ product-demand-research
├─ creator-profile-teardown
└─ content-repurposing
The workflow skills should use scrapecreators-api as the data layer when they need endpoint details. Each workflow produces a useful artifact, not just raw JSON.
name: ad-library-teardown
description: Use when the user wants to analyze active ads from Meta/Facebook, Google, or LinkedIn ad libraries; tear down a competitor's messaging; extract hooks, offers, CTAs, video transcripts, landing page claims, and test ideas from public ads.
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
- scrapecreatorsAnalyze public ads to understand a competitor's messaging, offers, creative strategy, and testing angles. The output should be a practical teardown marketers can use to write better ads or decide what to test.
Use this skill when the user asks to:
| Ad library | Search/list endpoint | Detail endpoint | Transcript endpoint |
|---|---|---|---|
| Meta/Facebook | /v1/facebook/adLibrary/search/ads, /v1/facebook/adLibrary/company/ads, /v1/facebook/adLibrary/search/companies | /v1/facebook/adLibrary/ad | /v1/facebook/adLibrary/ad/transcript |
/v1/google/adLibrary/advertisers/search, /v1/google/company/ads | /v1/google/ad | n/a | |
/v1/linkedin/ads/search | /v1/linkedin/ad | n/a |
Find the advertiser
Fetch active ads
Fetch details for representative ads
Cluster messaging Group ads by:
Extract swipeable elements
Recommend tests Suggest tests based on repeated patterns and gaps, not random ideas.
# Ad Library Teardown: {brand}
## Summary
- Ads analyzed: {count}
- Platforms: Meta / Google / LinkedIn
- Main positioning:
- Strongest repeated offer:
## Messaging Angles
| Angle | Evidence | Example ads | Notes |
|---|---|---|---|
## Hooks and Headlines Swipe File
- "..."
- "..."
## Offers and CTAs
| Offer | CTA | Platform | Example |
|---|---|---|---|
## Video Transcript Notes
- [Ad](url): summary, hook, best quote
## What They Appear to Be Testing
1. ...
2. ...
## Recommended Tests for Us
1. ...
2. ...
3. ...
## Sources
- [Ad](url)
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