| name | outlier-post-finder |
| description | Find posts that materially outperform an account's normal baseline and explain the hook, topic, format, timing, and audience response patterns worth testing. |
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-intelligence for 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.