Skills for Real Engineers. Straight from my .agents directory.
39 skills
outlier-post-finder
Agent skill from
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.
How to install outlier-post-finder
install outlier-post-finder
# install the social-media-research-skills pack with the skills CLI
npx skills add ScrapeCreators/social-media-research-skills# or add only this skill to Claude Code: copy the folder
skills/outlier-post-finder/
# into
~/.claude/skills/outlier-post-finder/ (all projects)
.claude/skills/outlier-post-finder/ (one project)
1# Outlier Post Finder23## Overview45Find 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.67Use 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.89## When to Use1011Use this skill when the user asks to:1213- find outlier posts, viral posts, top posts, best reels, best shorts, best TikToks, or best tweets14- analyze why a creator's content is working15- find competitor posts worth copying or learning from16- build a swipe file from high-performing social posts17- compare performance across a creator's recent posts1819Do not use this for raw endpoint lookup only. Use `scrapecreators-api` for direct API routing.2021## Data Sources2223Prefer the platform-specific feed endpoint, then enrich individual posts only when needed.2425| Platform | Feed endpoint | Detail/enrichment endpoint |26|---|---|---|27| TikTok | `/v3/tiktok/profile/videos` | `/v2/tiktok/video`, `/v1/tiktok/video/transcript` |28| Instagram posts | `/v2/instagram/user/posts` | `/v1/instagram/post`, `/v2/instagram/media/transcript` |29| Instagram reels | `/v1/instagram/user/reels` | `/v1/instagram/post`, `/v2/instagram/media/transcript` |30…
Excerpt shown under the repository's MIT license.
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