Menu

Not in the top 1,000 by GitHub stars

howshannon/slop-cop

Audit, grade, and rewrite 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, or inspect AI-written code for generic abstractions and happy-path-only logic.

DesignWritingSecurity

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

View weekly changes

skills/slop-cop/SKILL.md

Week of Nov 2, 2026 · +0 / −0 lines

Before Local scripts → After Local scripts

82ad8488d83e → 82ad8488d83e

Compare on GitHub

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Local scripts

First observation → 82ad8488d83e

No earlier version was observed for comparison.

Compare on GitHub

View on GitHubAdd to my skills

Verified commit 82ad8488d83e97bc83fea9358492617ff96923af

11GitHub stars
1star in 7 days
1skill in this repository
0commits in 30 days

Heat

1.8
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Oct 25, 2026Nov 3, 202611

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

slop-cop

When your agent uses it

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.

What it loads into context

Frontmatter

143 tokens

Always available to the agent

SKILL.md

1,976 tokens

When the skill is activated

Reference documents

9,129 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Non-negotiable boundaries
  2. Choose a mode
  3. The two laws
  4. Prose patrol
  5. Prose workflow
  6. Scoring every review
  7. Design and code

Scripts executed separately

  • scripts/score_ticket.py

Files

  • SKILL.mdcore8,971 bytes
  • SKILL.mdcore8,971 bytes
  • SKILL.mdcore8,971 bytes
  • agents/openai.yamlasset424 bytes
  • assets/brand/README.mddoc613 bytes
  • assets/brand/slop-cop-emblem.pngasset616,915 bytes
  • assets/brand/slop-cop-hero.pngasset2,155,696 bytes
  • assets/brand/slop-cop-social-card.pngasset2,216,605 bytes
  • assets/brand/slop-cop-status-badges.pngasset787,793 bytes
  • assets/brand/slop-cop-wordmark.pngasset698,306 bytes
  • references/calibration-anchors.mddoc1,153 bytes
  • references/code.mddoc3,922 bytes
  • references/design.mddoc3,384 bytes
  • references/prose-examples.mddoc7,359 bytes
  • references/prose-phrases.mddoc8,635 bytes
  • references/prose-structures.mddoc10,162 bytes
  • references/report-template.mddoc1,064 bytes
  • references/research-sources.mddoc1,133 bytes
  • references/ticket-slogans.jsonasset2,734 bytes
  • references/tickets.mddoc2,409 bytes
  • scripts/score_ticket.pyruns4,079 bytes
Read SKILL.md

# 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
View the complete source on GitHub

Skills included

  • slop-cop

Repository facts

License
MIT
Created
Jul 15, 2026
Last pushed
Jul 29, 2026
Forks
2
Open issues
0
Project activity
Slowing

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 6, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 2 notes
  • skills/slop-cop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/slop-cop/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 10 signals by file

skills/slop-cop/references/research-sources.md

  • Network accessline 9
    - Survey of linguistic characteristics of AI-generated text:   https://arxiv.org/abs/2501.11903
  • Network accessline 10
    https://arxiv.org/abs/2501.11903
  • Network accessline 12
    https://arxiv.org/abs/2503.03283
  • Network accessline 16
    - Code smells in LLM-generated code:   https://arxiv.org/abs/2503.08269
  • Network accessline 17
    https://arxiv.org/abs/2503.08269
  • Network accessline 19
    https://owasp.org/www-project-top-10-for-large-language-model-applications/
  • Network accessline 23
    - Hallmark’s catalog of generated-UI patterns:   https://github.com/Nutlope/hallmark
  • Network accessline 24
    https://github.com/Nutlope/hallmark
  • Network accessline 26
    https://arxiv.org/abs/2502.11248

skills/slop-cop/scripts/score_ticket.py

  • Executable scriptline 1
    #!/usr/bin/env python3

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Signal confidence: 10 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md skills/slop-cop/SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skills/slop-cop/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/slop-cop/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/slop-cop/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/slop-cop/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/slop-cop/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

You might also use

kaankiziltug/logo-design-skill

Professional logo and brand-mark design, from brief to production files. Guides discovery and the design brief, concept generation, choosing a mark type (wordmark, monogram, lette…

6.2kGitHub stars

Appllama/appllama-skills

A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.

4.9kGitHub stars

arhamhi/oxfords

UI/UX skill for Claude Code, Codex and Cursor. Polished, plain interfaces with no AI slop. Includes a zero-dependency slop checker.

25GitHub stars

coreyhaines31/marketingskills

Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

58.9kGitHub stars

OthmanAdi/planning-with-files

Persistent file-based planning for AI coding agents and long-running tasks. Crash-proof markdown plans, session recovery after /clear and compaction, per-turn re-injection against…

27.9kGitHub stars

nexu-io/html-anything

✨ The agentic HTML editor — your local AI agent writes the HTML, you ship it. 🚀 75 Skills × 9 Surfaces (magazine · deck · poster · XHS / tweet · prototype · data report · Hyperf…

9.4kGitHub stars