Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Engineering / frontend

AI Slop Audit

Category: Engineering  ·  Sub-category: frontend  ·  Last updated:
fw:sveltetype:audit
Standalone post-generation QA pass that lints any frontend output (HTML/JSX/Vue/Svelte/CSS) against the named anti-pattern catalogue and proposes specific rewrites with severity rating. Use after any UI generation that didn't pass through `ui-expert` (so existing `impeccable`, `frontend-design`, hand-written code, AI-pasted code, contractor work) to catch the "AI made that" tells. Use proactively when output reads as templated, generic, or stock. Returns a verdict — pass / warn / fail — plus a diff-style list of findings, each with diagnosis, evidence, and the specific rewrite from the catalogue. Not a full design critique — narrow lint against known-slop patterns.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

AI Slop Audit includes pricing or quota commentary; at least one code block. The SKILL.md runs to about 1,362 words, in the catalog's typical mid-range.

License
MIT
Original author
LucasSantana-Dev
Indexed lastmod
Catalog position
Engineering · frontend
Indexed related skills
10

How AI Slop Audit fits the catalog

AI Slop Audit sits in the Engineering category under the frontend sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

A narrow, opinionated post-generation lint. Reads a piece of frontend output and audits it against the 20 named anti-patterns in [ui-expert/references/anti-patterns.md](../ui-expert/references/anti-patterns.md). Returns specific findings, not vibes.

What this skill does

AI Slop Audit is a community-contributed Claude Code skill in the frontend sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-slop-audit/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Slop Audit Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 150,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-slop-audit
curl -L https://claudskills.com/skills/ai-slop-audit/SKILL.md \
  -o ~/.claude/skills/ai-slop-audit/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-slop-audit/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-slop-audit/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-slop-audit\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Slop Audit Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-slop-audit/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the AI Slop Audit skill do?
Standalone post-generation QA pass that lints any frontend output (HTML/JSX/Vue/Svelte/CSS) against the named anti-pattern catalogue and proposes specific rewrites with severity rating. Use after any UI generation that didn't pass through `ui-expert` (so existing `impeccable`, `frontend-design`, hand-written code, AI-pasted code, contractor work) to catch the "AI made that" tells. Use proactively when output reads as templated, generic, or stock. Returns a verdict — pass / warn / fail — plus a diff-style list of findings, each with diagnosis, evidence, and the specific rewrite from the catalogue. Not a full design critique — narrow lint against known-slop patterns.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the AI Slop Audit skill?
Use AI Slop Audit when your Claude Code task falls under the Engineering category — specifically in the frontend area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Slop Audit" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the AI Slop Audit skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Slop Audit is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
LucasSantana-Dev. (2026). AI Slop Audit [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-slop-audit/
BibTeX
@misc{ai-slop-audit-2026,
  author    = {LucasSantana-Dev},
  title     = {AI Slop Audit [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-slop-audit/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/ai-slop-audit.svg)](https://claudskills.com/skills/ai-slop-audit/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/ai-slop-audit.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/ai-slop-audit.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: AI Slop Audit"></iframe>

Security scan

Grade A · scanned 2026-07-12 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/ai-slop-audit/#security)

Free. No spam. Unsubscribe in one click.

More Engineering skills

Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore

Categories

Use cases

Popular tags

Learn

Site