stop-slop

Remove AI writing patterns from prose and output a cleaned draft.

11|Updated Dec 18, 2025
One-click install
npx skills add https://github.com/brolag/neural-claude-code --skill stop-slop-brolag
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/brolag/neural-claude-code/tree/main/skills/stop-slop
Command: npx skills add https://github.com/brolag/neural-claude-code --skill stop-slop-brolag

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

Core Features & Use Cases

  • Remove filler phrases, meta-commentary, and formulaic structures to produce direct, human-sounding prose.
  • Support a simple, repeatable stop-slop pipeline integrated into content workflows.
  • Example: run on a draft to reduce AI tells while preserving meaning and key arguments.

Quick Start

Run stop-slop on this draft to remove AI tells.

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 prose to improve readability?

To remove AI writing patterns, run a text editing pipeline that applies a core-rule set and scoring workflow to identify predictable AI tells, suggesting revisions and outputting a cleaned draft.

What are common AI-style tells in content editing and how do I fix them?

Common AI-style tells include filler phrases, meta-commentary, and formulaic structures; fixing them involves applying style consistency rules to produce direct, human-sounding prose while preserving meaning.

Can I use an automated content-editing workflow to review documentation for AI tells?

Yes, you can integrate a lightweight editing pipeline into your content workflows to review documentation, posts, and communications, applying a core-rule set to reduce AI tells while preserving key arguments.

Does filler removal from AI-generated drafts preserve the original meaning?

Filler removal targets predictable AI tells and meta-commentary to improve clarity and authenticity, operating through a scoring workflow that suggests revisions while maintaining your key arguments and meaning.

What is the best way to maintain style consistency when editing AI-generated text?

The best way to maintain style consistency is applying a repeatable prose-editing pipeline that scores text against a core-rule set, removing formulaic structures to ensure authentic, human-sounding output.