stop-slop

Remove AI tells and writing slop from prose while preserving meaning and voice.

145|21|Updated Jan 2, 2026

Search Tags:#tone #editing #rewrite #slop #authentic-voice #prose-cleanup

Ready to run

npx skills add https://github.com/alfredolopez80/multi-agent-ralph-loop --skill stop-slop

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/alfredolopez80/multi-agent-ralph-loop/tree/main/.claude/skills/stop-slop
Command: npx skills add https://github.com/alfredolopez80/multi-agent-ralph-loop --skill stop-slop

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Stop-slop identifies and removes AI writing slop from prose, eliminating telltale patterns that reveal machine-generated text.

Core Features & Use Cases

Detects and removes throat-clearing openers, hedging, and generic openings, plus common structural clichés.
Rewrites for natural rhythm, varied sentence length, and authentic voice across technical docs, marketing copy, and drafts.
Provides transformation guidance and scoring references to help editors measure clarity and tone.

Quick Start

Rewrite a supplied paragraph to remove AI tells and produce a natural, human-sounding version.

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 slop from my marketing copy?▼

To remove AI writing slop from marketing copy, you need to identify and eliminate telltale patterns like throat-clearing openers, hedging, and generic structural clichés. Rewriting the prose for natural rhythm and varied sentence length ensures an authentic human voice.

What is AI slop in technical documentation?▼

AI slop in technical documentation refers to machine-generated text patterns that sound unnatural, such as generic openings and structural clichés. Eliminating these tells and adjusting rhythm preserves the original meaning while making the prose sound genuinely human.

How do I rewrite AI generated drafts to sound more natural?▼

You can rewrite AI generated drafts to sound natural by detecting and removing banned phrases, hedging, and structural clichés. Transforming the text for varied sentence length and authentic voice eliminates machine tells while preserving your intended meaning.

Can I measure the clarity and tone of my edited prose?▼

Yes, you can measure clarity and tone using transformation guidance and scoring references. These tools help editors evaluate how well the prose cleanup removed AI tells and achieved a natural, authentic voice across drafts and publications.

Does prose cleanup work for preserving my authentic voice?▼

Yes, prose cleanup works for preserving your authentic voice by targeting and eliminating only the structural clichés and rhythm issues that reveal machine generation. The process focuses on removing AI tells while carefully maintaining your original meaning.