stop-slop

Remove predictable AI-generated phrases and patterns from prose, encouraging active voice and specificity in writing workflows.

1|Updated Jan 4, 2026
One-click install
npx skills add https://github.com/bossjones/boss-skills --skill stop-slop-bossjones
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/bossjones/boss-skills/tree/main/plugins/boss-dev/agent-harness/skills/stop-slop
Command: npx skills add https://github.com/bossjones/boss-skills --skill stop-slop-bossjones

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill removes predictable AI writing patterns from prose, helping to enhance the quality and authenticity of human-generated text.

Core Features & Use Cases

  • Pattern Removal: Eliminates common AI-generated phrases and structures.
  • Active Voice: Encourages the use of active voice for more direct and engaging writing.
  • Specificity: Promotes clear and specific language over vague generalizations.
  • Use Case: Ideal for writers, editors, and content creators looking to refine their text and ensure it reads more authentically.

Quick Start

Run the /stop-slop command to remove AI patterns from your text.

Frequently Asked Questions about stop-slop

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

FAQPage Schema
How do I remove AI writing patterns from my text?

AI pattern removal works by identifying and eliminating predictable AI-generated phrases and structures from your prose. It enhances text authenticity by enforcing active voice and promoting specificity, ensuring the final content reads like genuine human writing.

What is the best way to refine text for language authenticity?

The best way to refine text for language authenticity is to apply an AI pattern removal process that targets predictable phrases. By encouraging active voice and specificity, this text refinement approach ensures your prose remains engaging and directly communicates your intent.

How do I eliminate predictable AI-generated phrases in editing workflows?

To eliminate predictable AI-generated phrases in editing workflows, apply a prose refinement process that strips out common AI structures. This text enhancement method enforces active voice and specificity, resulting in authentic prose suitable for writers and content creators.

Why does my AI-generated content sound unnatural and how do I fix it?

AI-generated content sounds unnatural because it relies on predictable phrases, passive voice, and vague generalizations. Fix this by applying a prose refinement process that removes AI patterns, enforcing active voice and specific language to restore human readability.

Can I use prose refinement tools for long-form content creation?

Yes, prose refinement tools are ideal for long-form content creation. They integrate into editing and writing workflows to systematically remove AI patterns and encourage active voice, ensuring consistent language authenticity and readability throughout your entire document.

When should I not use automated AI pattern removal on my text?

You should not use automated AI pattern removal when your text requires strict adherence to stylistic guidelines that conflict with active voice. The process fundamentally alters sentence structures by enforcing specificity and removing common AI-generated phrases.