Why it belongs
Connected in research and social-intelligence code across active projects.
Watch-out
Public data still needs source context, platform-rule checks, and limits on collection.
Scraping
ScrapeCreators
Use it to pull public social posts, profiles, comments, and metrics into research workflows.
Use when
Put the tool to work in a clear lane.
- Content research needs current social data.
- A workflow needs profile or post details by API.
- Public engagement data needs a repeatable source.
Related skills
Run these checks before the tool gets more weight.
Design quality
AI Slop Prevention Checklist
Use AI for speed without letting generic copy, weak design, or fake polish leak into the work.
Design quality
Offer Page QA
Review a page for message, proof, mobile fit, visual quality, and next action.