Outlier Post Finder
Find posts that materially outperform an account's normal baseline and explain the hook, topic, format, timing, and audience response patterns worth testing.
by Athina AInpx gooseworks install --all # then, in Claude Code, Cursor, or Codex: /gooseworks use the outlier-post-finder skill
Outlier Post Finder
Identify unusual performance relative to the account that published the post.
Inputs
- Profile URLs or handles and platforms.
- Window and sample size; default to 50 recent posts per account.
- Metric priority such as views, engagement, shares, comments, or saves when available.
Workflow
- Fetch profile and recent posts with
scrapecreators-api. - Normalize each metric for account size and platform. Use a robust account baseline such as the median, not the single best post.
- Compute an outlier multiple for comparable posts. Keep format differences visible rather than blending all formats into one baseline.
- Review the post itself. Use
transcript-intelligencefor video and comments when audience reaction matters. - Explain possible drivers—hook, topic, format, collaboration, timeliness, paid/earned distribution indicators—without asserting causality.
- Extract reusable principles, not copied creative.
Output
Return the baseline method, ranked outliers, source links, normalized metrics, outlier multiple, hook/topic/format analysis, audience response, confidence, and brand-specific experiments.
Flag missing metrics, deleted posts, giveaways, paid boosts, and platform mismatches as limitations.
What's included
Trend Discovery
Discover rising category conversations, formats, sounds, questions, and creator patterns across social platforms, then separate durable demand signals from short-lived noise.
Transcript Intelligence
Turn TikTok, Instagram, YouTube, Facebook, X, LinkedIn, Reddit, or Rumble transcripts into timestamped hooks, claims, objections, proof, calls to action, sponsorship signals, and reusable content atoms. Use directly for transcript analysis or as support for creator, competitor, trend, demand, and repurposing work.
Social Listening Brief
Produce a decision-ready brief of current brand, product, category, and competitor conversations across social platforms, including sentiment drivers, questions, risks, and growth opportunities.