stop-slop

Remove AI writing patterns and filler phrases from prose.

19|4|Updated Jan 4, 2026
One-click install
npx skills add https://github.com/wunki/amplify --skill stop-slop-wunki
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/wunki/amplify/tree/main/skills/stop-slop
Command: npx skills add https://github.com/wunki/amplify --skill stop-slop-wunki

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill combats the predictable, formulaic patterns often found in AI-generated text, helping to make prose sound more natural and human-written.

Core Features & Use Cases

  • Eliminates AI Tells: Identifies and removes common filler phrases, structural clichés, and repetitive rhythms.
  • Improves Authenticity: Refines writing to be more direct, varied, and less reliant on AI-specific linguistic habits.
  • Use Case: You've used an AI to draft a blog post, but it sounds a bit too generic. Run it through this Skill to polish the language and make it more engaging.

Quick Start

Use the stop-slop skill to refine the provided draft.

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 natural and human?

To make AI writing sound human, you need to identify and eliminate filler phrases, formulaic structures, and predictable linguistic tells. This refines prose by analyzing sentence structure and word choice to achieve a more authentic, natural quality.

What are common AI writing patterns and filler phrases to remove?

Common AI writing patterns include formulaic structures, predictable rhythms, and repetitive filler phrases. Identifying these specific linguistic habits allows you to edit content by varying sentence structure and word choice to improve overall text authenticity.

How do I edit AI drafted content to improve authenticity?

To edit AI drafted content for authenticity, analyze the prose for repetitive rhythms and structural clichés. Refine the text by removing these formulaic patterns, resulting in more direct and engaging writing that reads naturally.

Can I use AI text refinement for blog posts and content creation?

Yes, you can apply AI text refinement to content creation and review processes like blog posts. It polishes language by eliminating generic AI tells and structural clichés, making your drafts more engaging and less reliant on AI-specific habits.

When should I avoid using automated prose refinement tools?

You should avoid relying solely on automated prose refinement when your text requires deep contextual nuance or highly specialized rhetorical devices. These tools focus on eliminating structural clichés and filler, which may not address complex stylistic authenticity needs.