stop-slop

Detect and remove AI writing patterns and filler language from text.

Updated Feb 20, 2026
One-click install
npx skills add https://github.com/letitbk/cursor-setup --skill stop-slop-letitbk
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/letitbk/cursor-setup/tree/main/skills/stop-slop
Command: npx skills add https://github.com/letitbk/cursor-setup --skill stop-slop-letitbk

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps writers remove predictable AI tells and filler language from their prose, making writing more natural and engaging.

Core Features & Use Cases

  • Identify and Remove Filler Phrases: Detect throat-clearing openers and emphasis crutches in drafts.
  • Break Formulaic Structures: Detect binary contrasts and dramatic fragmentation, suggesting more direct alternatives.
  • Quick Start: Use this Skill to review and revise your draft for AI pattern eliminations, improving clarity and authenticity.

Quick Start

Use the stop-slop skill to review and improve the clarity of your article draft.

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 draft?

This Skill detects and removes AI writing patterns by referencing phrase and structure guidelines to identify filler language and suggest improvements for clearer prose. It targets throat-clearing openers and formulaic structures to improve text clarity and authenticity.

What are common AI writing patterns to look for in text revision?

Common AI writing patterns include throat-clearing openers, emphasis crutches, binary contrasts, and dramatic fragmentation. Recognizing these structural clichés during text revision helps eliminate filler language and restore authentic prose.

Can I use this Skill for proofreading and content review?

Yes, you can use this Skill for proofreading and content review tasks. It applies reference guidelines to identify common AI tells and filler language, ensuring your text revision process improves clarity and authenticity across various drafts.

What is the best way to eliminate filler language from my article?

The best way to eliminate filler language is to review your draft for throat-clearing openers and emphasis crutches, then apply direct alternatives. This process breaks formulaic structures and improves overall text clarity and reader engagement.

What limitations exist when detecting AI patterns for text revision?

Detecting AI patterns for text revision is limited to eliminating common AI tells and structural clichés using reference guidelines. The Skill focuses on improving clarity and authenticity but does not generate new content or perform deep stylistic rewriting.