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How to score a folder of drafts for slop without a model call with Zero Slop

Run the local Python scorer over a folder and flag files at or above a threshold.

Short answer: Clone the repo with git clone https://github.com/manavmishra/ZeroSlop and open the checkout; then put your draft files in a folder named drafts/; run python3 scripts/slopscore.py --batch drafts/ --gate 25 from the checkout. All steps.

  • Content
  • Intermediate
  • 15 minutes
  • From the README
  • Any agent

Who it is forAn editor or content lead with a backlog of drafts who wants a quick triage before deciding which ones need review.

The problemReading every draft by hand takes time, and the team needs to know which pieces carry the most sloppy patterns.

The outcomeA list of drafts that meet or exceed the review threshold of 25, so the editor can prioritize revisions.

What you need first

  • 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

Steps

  1. Clone the repo with git clone https://github.com/manavmishra/ZeroSlop and open the checkout.
  2. Put your draft files in a folder named drafts/.
  3. Run python3 scripts/slopscore.py --batch drafts/ --gate 25 from the checkout.
  4. Read the per-file writing scores and note which files are flagged.
  5. Revise the flagged drafts, then rerun the command to confirm the scores drop.

Prompt for your agent

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.

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.

Use this in your AI agent

Ask your agent

Using the Deduped MCP, get the setup steps for manavmishra/ZeroSlop and "Score a folder of drafts for slop without a model call"

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claude mcp add --transport http deduped https://dedupedai.com/mcp

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