outlier-post-finder

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Use when the user wants to find posts, videos, reels, shorts, tweets, or social content that overperformed versus a creator, brand, or competitor baseline. Finds outliers, explains why they worked, extracts hooks and formats, and produces a practical swipe file.

AI & Automation 2,247 stars 25 forks Updated 2 weeks ago MIT

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Skill Content

# Outlier Post Finder ## Overview Find social posts that beat an account's normal performance. The goal is not just to sort by views. The goal is to identify posts that performed unusually well for that creator or brand, then explain the repeatable patterns. Use ScrapeCreators as the data layer. Pull recent public posts, normalize engagement metrics, calculate each account's baseline, and produce an outlier report with source URLs and practical takeaways. ## When to Use Use this skill when the user asks to: - find outlier posts, viral posts, top posts, best reels, best shorts, best TikToks, or best tweets - analyze why a creator's content is working - find competitor posts worth copying or learning from - build a swipe file from high-performing social posts - compare performance across a creator's recent posts Do not use this for raw endpoint lookup only. Use `scrapecreators-api` for direct API routing. ## Data Sources Prefer the platform-specific feed endpoint, then enrich individual posts only when needed. | Platform | Feed endpoint | Detail/enrichment endpoint | |---|---|---| | TikTok | `/v3/tiktok/profile/videos` | `/v2/tiktok/video`, `/v1/tiktok/video/transcript` | | Instagram posts | `/v2/instagram/user/posts` | `/v1/instagram/post`, `/v2/instagram/media/transcript` | | Instagram reels | `/v1/instagram/user/reels` | `/v1/instagram/post`, `/v2/instagram/media/transcript` | | YouTube videos | `/v1/youtube/channel-videos` | `/v1/youtube/video`, `/v1/youtube/video...

Details

Author
ScrapeCreators
Repository
ScrapeCreators/social-media-research-skills
Created
3 months ago
Last Updated
2 weeks ago
Language
Python
License
MIT

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