stop-slop

Removes AI writing patterns from prose during drafting, editing, and review.

Updated May 8, 2026
One-click install
npx skills add https://github.com/tomw200082-collab/gt-factory-os-production-brain --skill stop-slop-tomw200082-collab
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/tomw200082-collab/gt-factory-os-production-brain/tree/main/.claude/skills/stop-slop
Command: npx skills add https://github.com/tomw200082-collab/gt-factory-os-production-brain --skill stop-slop-tomw200082-collab

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated and AI-assisted prose is full of predictable tells: throat-clearing openers, binary contrasts, adverb padding, passive voice, and formulaic rhythm. This Skill gives you a concrete rulebook to detect and eliminate those patterns so text reads like a human wrote it. ## Core Features & Use Cases - Phrase and pattern removal: Cut filler openers, emphasis crutches, business jargon, adverbs, meta-commentary, and vague declaratives using explicit ban lists. - Structure rewriting: Replace binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, and passive voice with direct statements. - Quality scoring: Rate prose on five dimensions (Directness, Rhythm, Trust, Authenticity, Density) and revise anything scoring below 35/50. - Use Case: Paste a draft blog post that sounds AI-generated and get it rewritten with active voice, varied rhythm, named actors, and no em dashes. ## Quick Start Ask the AI to review and rewrite your draft using the stop-slop rules to remove AI writing patterns.

Frequently Asked Questions about stop-slop

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make AI-generated text sound more human?▼

Apply the stop-slop rules: cut throat-clearing openers and adverbs, replace binary contrasts with direct statements, use active voice with named actors, and vary sentence rhythm. Score the result on five dimensions and revise anything below 35 out of 50.

What are the most common AI writing patterns to remove?▼

The most common patterns are openers like "Here's the thing", binary contrasts like "not X, it's Y", adverbs like "really" and "actually", false agency like "the decision emerges", and three-item lists with punchy paragraph endings.

How do I fix passive voice in my writing?▼

Find the actor behind each action and make them the sentence subject. Replace constructions like "mistakes were made" or "the decision was reached" with the specific person or team who acted.

Does this writing style guide work for business and marketing copy?▼

Yes. It includes a business jargon replacement table covering terms like navigate, unpack, lean into, and deep dive, mapping each to plain-language alternatives suitable for professional and marketing contexts.

When should I not apply these writing rules?▼

Avoid applying them mechanically to dialogue, poetry, or deliberate stylistic choices where fragmentation or repetition serves a purpose. The rules target expository prose where clarity and directness matter most.