Does this skill check my grammar or spelling?

No, Stop Slop focuses specifically on stylistic patterns and rhythm. It is designed to be used after grammar and spell-checking have been addressed.

What is 'AI slop' in writing?

AI slop refers to the predictable, generic, and often wordy patterns typical of LLMs, such as repetitive sentence lengths, business jargon, and excessive use of metaphors.

How does the scoring system work?

It evaluates text on five dimensions—Directness, Rhythm, Trust, Authenticity, and Density—on a 1-10 scale. A score below 35/50 triggers an automatic revision pass.

Can I use Stop Slop for code reviews?

No, the skill is explicitly configured to skip code blocks, CLI commands, and technical UI labels to avoid interfering with technical accuracy.

Stop Slop

Name: Stop Slop
Author: wunki

bywunki

•

コンテンツ管理

Eliminates predictable AI writing patterns and robotic filler to make prose sound authentic and human.

Stop Slop is a specialized Claude Code skill designed to identify and remove 'AI slop'—the predictable word choices, formulaic structures, and robotic rhythms common in LLM-generated text. It functions as an intelligent editor that cuts through filler phrases, business jargon, and 'throat-clearing' openers while carefully preserving the author's unique voice. By applying rigorous rules for rhythm variation and directness, this skill helps users transform generic AI output into engaging, high-density prose suitable for documentation, blog posts, and professional communication.

主な機能

0117 GitHub stars

02Analyzes and varies sentence rhythm to prevent repetitive patterns

03Provides a 50-point scoring system for directness, trust, and authenticity

04Preserves author voice by flagging rather than silently removing deliberate choices

05Identifies and removes AI filler phrases and business jargon

06Breaks formulaic structures like binary contrasts and rhetorical setups

ユースケース

01Auditing technical documentation to ensure directness and clarity

02Cleaning up business communications by removing jargon and emphasis crutches

03Humanizing AI-generated drafts to remove 'robotic' tells and clichés

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add wunki/amplify stop-slop

For use in Claude.ai and ChatGPT

Download Skill