Individual skill
slop-cop
Audit, grade, rewrite, and issue funny evidence-backed tickets for generic AI-slop patterns in prose, social posts, UI/design, and code. Use when asked to de-slop writing, humanize AI copy, grade a draft, review a landing page or generated interface, remove vague claims and repetitive rhetoric, inspect AI-written code for generic abstractions and happy-path-only logic, or ticket someone for a specific quality offense. Do not use to determine whether AI authored something.
skills/slop-cop/SKILL.md
Source commit 82ad8488d83e97bc83fea9358492617ff96923af
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 11
- Repository last updated
- Jul 29, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- ai-slop Repository topic
- anti-ai-slop Repository topic
- claude Repository topic
- claude-skills Repository topic
- code-quality Repository topic
- codex Repository topic
- codex-skills Repository topic
- content-quality Repository topic
- generative-ai Repository topic
- design Derived category
- writing Derived category
- security Derived category
- design-interface Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 8,971 bytesSKILL.mdcore · 8,971 bytesSKILL.mdcore · 8,971 bytesagents/openai.yamlasset · 424 bytesassets/brand/README.mddoc · 613 bytesassets/brand/slop-cop-emblem.pngasset · 616,915 bytesassets/brand/slop-cop-hero.pngasset · 2,155,696 bytesassets/brand/slop-cop-social-card.pngasset · 2,216,605 bytesassets/brand/slop-cop-status-badges.pngasset · 787,793 bytesassets/brand/slop-cop-wordmark.pngasset · 698,306 bytesreferences/calibration-anchors.mddoc · 1,153 bytesreferences/code.mddoc · 3,922 bytesreferences/design.mddoc · 3,384 bytesreferences/prose-examples.mddoc · 7,359 bytesreferences/prose-phrases.mddoc · 8,635 bytesreferences/prose-structures.mddoc · 10,162 bytesreferences/report-template.mddoc · 1,064 bytesreferences/research-sources.mddoc · 1,133 bytesreferences/ticket-slogans.jsonasset · 2,734 bytesreferences/tickets.mddoc · 2,409 bytesscripts/score_ticket.pyruns · 4,079 bytes
Read excerpt
# Slop Cop
Slop Cop is a quality-control skill for three beats: **prose**, **design**, and
**code**. It names observable problems and fixes them without treating style as
proof of AI authorship.
## Non-negotiable boundaries
**Zero-tolerance word: `quietly`.** Never introduce or retain this word in prose. Delete it or replace it with the specific action, mechanism, condition, or observable consequence. This rule has no contextual exceptions.
1. **Quality, not detection.** Say “generic,” “formulaic,” “unsupported,” or
“repetitive.” Never conclude that text, UI, or code was AI-generated from
style alone.
2. **Preserve truth and voice.** Keep supplied facts, quotations, technical