writing-quality-anti-slop

Remove robotic AI-generated text and forced structural patterns from written content.

Updated Jun 27, 2026
One-click install
npx skills add https://github.com/coff33ninja/ai-skills-mcp --skill writing-quality-anti-slop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: writing-quality-anti-slop
Source: https://github.com/coff33ninja/ai-skills-mcp/tree/main/skills/writing-quality-anti-slop
Command: npx skills add https://github.com/coff33ninja/ai-skills-mcp --skill writing-quality-anti-slop

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps eliminate overused vocabulary and structural patterns, ensuring your text reads naturally and professionally.

Core Features & Use Cases

  • Vocabulary Kill-list: Removes overused words and phrases that can make text sound robotic.
  • Structural Pattern Avoidance: Prevents forced triads and verbose self-praise that can clutter your text.
  • Tone Guidelines: Provides clear guidelines on professional, direct communication.
  • Detection Triggers: Activate the Skill during documentation, commit messages, or user-facing text writing.

Quick Start

Use the 'writing-quality-anti-slop' skill to check your new README file for robotic language.

Frequently Asked Questions about writing-quality-anti-slop

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

FAQPage Schema
How do I remove robotic AI text from my documentation?

This Skill removes robotic AI text from documentation by targeting overused vocabulary and forced structural patterns, ensuring your text maintains professional, direct communication with natural readability.

What makes text sound robotic and how do I fix it?

Robotic text is caused by overused vocabulary and forced triads; you fix it by applying structural pattern avoidance and tone guidelines to promote professional, direct communication in your written content.

Can I use this to check commit messages for AI-generated language?

Yes, you can check commit messages for AI-generated language. The Skill includes detection triggers specifically designed to analyze commit messages, documentation, and user-facing text for robotic prose.

Does this approach work for user-facing text writing?

Yes, this approach works for user-facing text writing by applying tone guidelines and a vocabulary kill-list to eliminate verbose self-praise, ensuring your communication remains natural and readable.

What is the best way to eliminate forced triads in professional communication?

The best way to eliminate forced triads in professional communication is to apply structural pattern avoidance techniques, which prevent the cluttered text patterns typical of AI-generated prose.