stop-slop

Rewrite prose to remove AI writing patterns and enforce active voice.

2|Updated May 13, 2026

Search Tags:#writing #tone #editing #style guide #copywriting #ai prose

Ready to run

npx skills add https://github.com/mujtaba3B/gstack-extensions --skill stop-slop-mujtaba3b

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/mujtaba3B/gstack-extensions/tree/main/marketing/skills/stop-slop
Command: npx skills add https://github.com/mujtaba3B/gstack-extensions --skill stop-slop-mujtaba3b

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

It removes the patterns that make AI-generated writing sound generic, padded, and mechanical, so your prose reads like a person wrote it.

Core Features & Use Cases

Cuts filler and jargon: Removes throat-clearing openers, adverbs, business jargon, and self-conscious phrasing.
Fixes weak structure: Rewrites binary contrasts, negative listings, dramatic fragments, rhetorical setups, and other formulaic patterns.
Strengthens voice: Pushes prose toward active voice, specific subjects, varied rhythm, and direct statements.
Use case: Revise a marketing draft, landing page, or internal announcement before you publish it so the copy feels sharp, clear, and human.

Quick Start

Use the stop-slop skill to rewrite this draft so it sounds direct, specific, and human.

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 marketing copy sound more human?▼

To make AI-generated marketing copy sound more human, you remove generic AI writing patterns by enforcing active voice, specific subjects, and varied rhythm while cutting filler phrases and formulaic structures. This process rewrites the text for directness and clarity.

What is the best way to edit AI prose to remove mechanical tone?▼

Editing AI prose to remove a mechanical tone involves stripping passive constructions, throat-clearing openers, and em dashes. The best approach rewrites the text to push prose toward active voice, specific subjects, varied rhythm, and direct statements.

How do I fix formulaic structures and binary contrasts in product copy?▼

To fix formulaic structures and binary contrasts in product copy, rewrite the text to remove weak structures, dramatic fragments, and rhetorical setups. This strengthens voice by applying direct statements and specificity to the draft.

Can I use this to revise internal announcements before publishing?▼

Yes, you can revise internal announcements before publishing. The process applies to drafting, editing, and reviewing public-facing writing and internal copy, ensuring the text feels sharp, clear, and human by removing jargon and self-conscious phrasing.

What are the limitations of automated style guides for AI writing?▼

Automated style guides for AI writing focus strictly on removing filler phrases, passive constructions, and em dashes. They require your existing draft to review, meaning they cannot generate original copy from scratch but instead enforce directness, specificity, and active voice.