anti-slop

Detect and eliminate AI slop patterns in text, code, and design.

1|Updated Feb 24, 2026
One-click install
npx skills add https://github.com/dzackgarza/ai --skill anti-slop-dzackgarza
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: anti-slop
Source: https://github.com/dzackgarza/ai/tree/main/opencode/skills/anti-slop
Command: npx skills add https://github.com/dzackgarza/ai --skill anti-slop-dzackgarza

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

AI-generated content often drifts into generic phrasing, meta-commentary, and buzzword-laden prose. The Anti-Slop Skill identifies and eliminates these patterns across natural language, code, and design to make content more direct, concrete, and authentic.

Core Features & Use Cases

  • Detects high-risk slop patterns in text, code, and design references
  • Recommends targeted cleanups and supports manual review
  • Provides reference guides for text-patterns, code-patterns, and design-patterns to train teams for ongoing quality

Quick Start

Run the detector on a file to scan for slop patterns and review or apply cleanup as needed.

Frequently Asked Questions about anti-slop

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

FAQPage Schema
How do I detect and remove AI slop patterns from generated text and code?

To remove AI slop patterns, run the detector script against your files to identify generic phrasing and buzzwords, then review and apply the recommended cleanups. Reference guides for text, code, and design patterns help maintain authentic content quality.

What are common AI slop patterns in content generation?

AI slop patterns include generic phrasing, meta-commentary, and buzzword-laden prose that make generated content feel inauthentic. The Skill identifies these high-risk patterns across natural language, code, and design to make content more direct and concrete.

Can I automate content quality reviews to flag AI-generated text patterns?

Yes, you can automate content quality reviews by running the provided detector scripts. These scripts scan files for slop patterns and support both automated detection and manual review workflows for ongoing quality standards.

Does this approach work for cleaning up AI slop in code and design references?

Yes, this approach works for code and design references. The Skill includes specific reference guides for code-patterns and design-patterns, allowing you to audit and clean up AI-generated slop across text, code, and design assets.

What's the best way to train my team to recognize AI slop during content reviews?

The best way to train your team is to use the included reference guides for text, code, and design patterns. These guides establish quality standards and train teams to identify and eliminate slop patterns during ongoing reviews.

Do I need any external dependencies to run the slop pattern detector?

No external dependencies are required. The Skill is self-contained with detector scripts and reference materials located in its directory, allowing you to scan files and apply cleanups independently.