stop-slop

Remove filler phrases and formulaic structures from AI-generated prose.

Updated Mar 9, 2026
One-click install
npx skills add https://github.com/cbbkrd-tech/jl-finishes --skill stop-slop-cbbkrd-tech
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/cbbkrd-tech/jl-finishes/tree/main/.claude/skills/stop-slop
Command: npx skills add https://github.com/cbbkrd-tech/jl-finishes --skill stop-slop-cbbkrd-tech

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps users identify and remove predictable patterns and filler language commonly found in AI-generated text, making prose sound more human and engaging.

Core Features & Use Cases

  • AI Writing Pattern Detection: Identifies and suggests removal of common AI writing crutches like filler phrases and formulaic structures.
  • Prose Refinement: Offers rules and checks for improving sentence rhythm, directness, and overall authenticity.
  • Use Case: When editing a draft that feels a bit too generic or "AI-like," use this Skill to apply its rules and quick checks to make the writing more impactful and natural.

Quick Start

Apply the stop-slop skill to refine the provided draft by removing filler phrases and formulaic structures.

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 prose?

Sentence rhythm variation breaks formulaic AI structures by altering sentence length and flow. This quick check detects predictable patterns, ensuring prose sounds natural and engaging rather than mechanically generated.

What is the best way to make AI-generated text sound more human?

To edit a generic draft for authenticity, apply rules that target and remove filler phrases and formulaic structures. These quick checks against your provided text refine prose by enhancing directness and varying sentence rhythm.

Does this prose refinement approach work without external dependencies?

Yes, this prose refinement approach works without external dependencies. It operates independently by applying internal core rules and quick checks directly against provided text to identify and remove predictable AI writing patterns.

When should I not use an AI detection removal tool for editing?

You should not use an AI detection removal tool if your draft requires structural rewriting or fact-checking. This approach strictly targets predictable AI tells, filler phrases, and sentence rhythm, operating as a surface-level prose refinement check.