AI Slop Detector

Universal prose audit. Scores writing on TWO axes — AI-Slop (does this read like AI wrote it?) and Comprehension (can a fresh reader follow this?). Use PROACTIVELY as a mandatory final QA pass on ANY prose generated for humans to read — every email (internal or external), proposal, report, status update, blog post, social post, doc, or chat message — before delivering it, even when nobody asked for an audit. Also use whenever the user wants to audit, critique, score, rewrite, or humanize prose: "audit this", "review this", "is this AI", "does this sound like AI", "humanize this", "make this le

5 starsAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add MahmoudHalat/slop-cop --skill ai-slop-detector

Manual install

git clone --depth 1 https://github.com/MahmoudHalat/slop-cop.git /tmp/slop-cop
mkdir -p ~/.claude/skills
cp -r /tmp/slop-cop/. ~/.claude/skills/ai-slop-detector

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# slop-cop

A universal prose audit with two parallel axes. Built on ~135 published sources spanning peer-reviewed linguistics, AI-detector vendor methodology, plain-language style guides (plainlanguage.gov, GOV.UK, Microsoft, Google), cognitive-load research (Miller, Sweller, Pinker), web-readability research (NN/g), and the Plain Writing Act / WCAG accessibility standards.

## The one-line summary

**Two axes, two verdicts. AI-Slop and Comprehension. A piece can pass one and fail the other.**

- **AI-Slop axis** — Does this read like AI wrote it? Patterns, vocabulary, formatting, rhythm.
- **Comprehension axis** — Can a fresh reader follow this? Acronyms, named-entity bombing, telegraphic compression, readability, structure.

Single instances aren't a signal. Density is. Both axes use density-based scoring (per 500 words, weighted by severity) with the same verdict tiers (PASS / LOW / MEDIUM / HIGH / CRITICAL). The audit reports both and combines them into a single recommendation based on whichever is worse.

---

## Why this skill exists

Our feeds are becoming shit. Our websites are becoming shit. Our repos are becoming shit. AI didn't make writing harder, it made writing easier, and now everyone uses the same shortcuts, the same shapes, the same words. Open ten landing pages in a row and you can't tell them apart.

Read the full skill on GitHub

Details

Skill name: ai-slop-detector
Repository: MahmoudHalat/slop-cop
License: MIT
Repo updated: 15 July 2026

FAQ

What does the AI Slop Detector skill do?

How do I install the AI Slop Detector skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add MahmoudHalat/slop-cop --skill ai-slop-detector. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is AI Slop Detector popular?

It lives in MahmoudHalat/slop-cop, which has 5 GitHub stars and 0 forks.

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