{
 "schema_version": 1,
 "generated": "2026-10-23",
 "id": "jakeschincariol-replica-skill--rank-user-complaints-from-reviews",
 "repo": "Jakeschincariol/replica-skill",
 "repo_url": "https://github.com/Jakeschincariol/replica-skill",
 "repo_slug": "jakeschincariol-replica-skill",
 "title": "Rank the complaints users have about an app",
 "page_title": "How to rank the complaints users have about an app with Replica Skill",
 "summary": "Turn a CSV of linked reviews into ranked, sourced complaint themes.",
 "who": "A product person or founder looking for a positioning angle in an existing app's weak spots.",
 "problem": "Reading hundreds of reviews by hand is slow, and quotes without sources are easy to misquote.",
 "outcome": "Ranked complaint themes with quotes, each tied to the URL of its source row.",
 "steps": [
  "Collect the reviews into `replica/reviews.csv` with a link on every row",
  "Run `python3 replica-entrepreneur/reviews.py replica/reviews.csv`",
  "Check the sample size and the themes marked thin",
  "Use the top themes to pick fixes and a positioning angle"
 ],
 "agent_prompt": "Using the replica-skill repo (github.com/Jakeschincariol/replica-skill), run reviews.py on <replica/reviews.csv>. Expected output: ranked complaint themes with linked quotes. Verify that every quote printed matches a row in the input file and carries that row's URL.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The tool only ranks reviews you supply, and the README says it drops any review without a link.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Claude or Claude Code installed",
  "Git, to clone the repo or add the plugin",
  "Python 3.8 or newer for the tools",
  "Public pages, screenshots, or your own account for the app you want to study"
 ],
 "risk": "dual-use",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/jakeschincariol-replica-skill/rank-user-complaints-from-reviews/",
 "md": "https://dedupedai.com/use-cases/jakeschincariol-replica-skill/rank-user-complaints-from-reviews/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-replica-skill--rank-user-complaints-from-reviews.json",
 "api_version": "v1"
}