{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "manavmishra-zeroslop--score-draft-folder-offline",
 "repo": "manavmishra/ZeroSlop",
 "repo_url": "https://github.com/manavmishra/ZeroSlop",
 "repo_slug": "manavmishra-zeroslop",
 "title": "Score a folder of drafts for slop without a model call",
 "page_title": "How to score a folder of drafts for slop without a model call with Zero Slop",
 "summary": "Run the local Python scorer over a folder and flag files at or above a threshold.",
 "who": "An editor or content lead with a backlog of drafts who wants a quick triage before deciding which ones need review.",
 "problem": "Reading every draft by hand takes time, and the team needs to know which pieces carry the most sloppy patterns.",
 "outcome": "A list of drafts that meet or exceed the review threshold of 25, so the editor can prioritize revisions.",
 "steps": [
  "Clone the repo with git clone https://github.com/manavmishra/ZeroSlop and open the checkout.",
  "Put your draft files in a folder named drafts/.",
  "Run `python3 scripts/slopscore.py --batch drafts/ --gate 25` from the checkout.",
  "Read the per-file writing scores and note which files are flagged.",
  "Revise the flagged drafts, then rerun the command to confirm the scores drop."
 ],
 "agent_prompt": "In the ZeroSlop checkout, run python3 scripts/slopscore.py --batch <folder> --gate 25 and list each file with its writing score and whether it was flagged. Verify that the scorer ran locally and no draft text was sent to a model.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The scorer flags patterns worth reviewing and cannot tell who wrote the text, so a high score is a prompt for review, not proof of machine writing.",
 "category": "Content",
 "tags": [
  "Content"
 ],
 "lang": "python",
 "requirements": [
  "Claude Code or Codex (or another assistant that supports agent skills) for the skill workflow",
  "Python 3 for the offline local scorer",
  "Node.js 22+ for the npx CLI and the score command",
  "Internet access if you use the hosted CLI, REST API, or MCP endpoint"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/manavmishra-zeroslop/score-draft-folder-offline/",
 "md": "https://dedupedai.com/use-cases/manavmishra-zeroslop/score-draft-folder-offline/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/manavmishra-zeroslop--score-draft-folder-offline.json",
 "api_version": "v1"
}