de-slopify

Remove AI writing artifacts from documentation and code.

14|5|Updated Jan 29, 2026
One-click install
npx skills add https://github.com/oakoss/agent-skills --skill de-slopify-oakoss
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: de-slopify
Source: https://github.com/oakoss/agent-skills/tree/main/skills/de-slopify
Command: npx skills add https://github.com/oakoss/agent-skills --skill de-slopify-oakoss

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill removes common AI writing artifacts from documentation, prose, and code, making it sound more natural and human-authored.

Core Features & Use Cases

  • Prose Cleanup: Eliminates repetitive phrases, excessive emdashes, and generic vocabulary.
  • Code Smell Detection: Identifies and suggests fixes for over-commenting, unnecessary abstractions, and verbose naming in AI-generated code.
  • Use Case: Before publishing a README generated by an AI, use this Skill to refine its language, improve its flow, and ensure it meets professional standards.

Quick Start

Use the de-slopify skill to review and rewrite the provided documentation text for AI artifacts.

Frequently Asked Questions about de-slopify

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

FAQPage Schema
How do I remove AI writing artifacts from documentation and code?

To remove AI writing artifacts from documentation and code, you can use a prose refinement process that targets emdash overuse, formulaic phrases, and verbose vocabulary. This approach rewrites unnatural sentence structures to ensure authentic, human-like communication and improves overall code quality.

What is the best way to polish an AI-generated README?

The best way to polish an AI-generated README is through documentation review and prose cleanup. This process eliminates repetitive phrases, excessive emdashes, and generic vocabulary, refining the language flow to meet professional publishing standards for human-authored text.

How do I fix verbose naming and over-commenting in AI-generated code?

Fixing verbose naming and over-commenting in AI-generated code requires code smell detection. This process identifies unnecessary abstractions and suggests fixes, refining the output to ensure natural, human-like communication and higher code quality standards.

Can I use prose refinement to make AI text sound more natural?

Yes, you can use prose refinement to make AI text sound more natural. By addressing unnatural sentence structures and repetitive, formulaic phrases, the text is rewritten to achieve authentic, human-like communication suitable for professional documentation.

Does this documentation review process require any external dependencies?

No, this documentation review process requires no external dependencies. It operates independently to analyze and rewrite provided text, identifying AI artifacts like excessive emdashes and verbose vocabulary to produce refined, human-like prose and code.