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jshearin01
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ai-slop-detector

Detect and score AI slop in copy, UI design, and code architecture.

16|2|Updated Mar 10, 2026
Search Tags:#ui#frontend#audit#remediation#copywriting#code-quality#ai-slop
One-click install
npx skills add https://github.com/jshearin01/agent-skills --skill ai-slop-detector-jshearin01
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-slop-detector
Source: https://github.com/jshearin01/agent-skills/tree/main/ai-slop-detector
Command: npx skills add https://github.com/jshearin01/agent-skills --skill ai-slop-detector-jshearin01

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Detects AI slop across copy, UI design, and code architecture, and returns a structured audit with severity and actionable remediation guidance.

Core Features & Use Cases

  • Multi-domain slop detection covering copywriting, frontend UI/CSS, and backend code
  • Severity-scored audits with before/after examples and balanced fix options
  • Clear, actionable remediation guidance with 2–3 options per pattern and tradeoffs
  • Context-driven activation prompts for when users ask to de-AI content or improve quality

Quick Start

Provide content to audit and run the detector to produce a structured audit with recommended fixes.

Frequently Asked Questions about ai-slop-detector

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI slop in frontend UI and code?▼

Detect AI slop in frontend UI and code by running the detector on your content to produce a structured audit with severity scores and remediation guidance. It evaluates copywriting, UI/CSS design, and backend architecture.

What is AI slop in copywriting and code architecture?▼

AI slop in copywriting and code architecture refers to low-quality, generic AI-generated patterns. This detector identifies those patterns across text, UI design, and code, scoring severity and providing before/after examples.

Can I audit both text copy and backend code for AI patterns?▼

Yes, you can audit both text copy and backend code for AI patterns. The detector supports multi-domain slop detection covering copywriting, frontend UI/CSS, and backend code reviews in a single pass.

How do I remediate AI slop after an audit?▼

Remediate AI slop after an audit by applying the provided 2–3 balanced fix options per finding. The audit output includes severity scores, before/after guidance, and tradeoffs for each pattern.

What's the best way to score AI content quality across multiple domains?▼

The best way to score AI content quality across multiple domains is using a structured audit that evaluates copy, UI, and code architecture. This detector returns severity-scored findings with actionable remediation strategies.

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