stop-slop

Rewrite AI-generated text to remove machine-like patterns and output a 1-10 slop score.

1|1|Updated Apr 9, 2026
One-click install
npx skills add https://github.com/gaoqiongxie/skills-ai --skill stop-slop-gaoqiongxie
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/gaoqiongxie/skills-ai/tree/main/stop-slop
Command: npx skills add https://github.com/gaoqiongxie/skills-ai --skill stop-slop-gaoqiongxie

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI-generated content often contains obvious machine-like "slop" patterns such as generic opening phrases, over-the-top dramatic breaks, excessive apologies, hollow summaries, and overused lists that make the text sound robotic, inauthentic, and low-quality, requiring significant manual editing to sound natural and credible.

Core Features & Use Cases

  • Slop Pattern Identification: Automatically detects and marks common AI slop patterns including throat-clearing openings, em-dash reveals, excessive apologies, hollow summaries, list overuse, filler phrases, AI catchphrases, safe clichés, overused emojis, and forced philosophical endings.
  • AI Slop Scoring: Assigns a 1-10 AI Slop index to quantify how machine-like the input text is, with clear definitions for each score range.
  • Natural Text Rewriting: Rewrites the input content to remove all identified slop while preserving the original meaning, following principles of active voice, specificity, conciseness, and direct expression.
  • Use Case: For example, if you have a work report that reviewers say sounds "too AI-generated", use this skill to clean it up to sound like it was written by a human colleague, saving hours of manual editing.

Quick Start

Use the stop-slop skill to rewrite the following text to remove all AI slop and make it sound natural and human-written: [paste your text here].

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 slop from text to make it sound human-written?

To remove AI slop from text, you can automatically detect standardized machine-generated markers like throat-clearing openings and hollow summaries, then rewrite the content using active voice and specific language to sound natural and human-written.

What are common AI writing patterns that make content sound robotic?

Common AI writing patterns include throat-clearing openings, em-dash reveals, excessive apologies, hollow summaries, list overuse, filler phrases, safe clichés, overused emojis, and forced philosophical endings that make content sound robotic.

Can I check if my work report sounds AI-generated?

You can check if your work report sounds AI-generated by analyzing it for machine-like slop patterns and receiving a 1-10 AI Slop score that quantifies the degree of standardized robotic markers present in the text.

How do I rewrite product copy to remove AI catchphrases?

To rewrite product copy and remove AI catchphrases, the text is processed to eliminate forced philosophical endings and safe clichés while preserving the original meaning through direct, concise, and active expression.

Does rewriting AI content to sound natural change the original meaning?

Rewriting AI content to sound natural preserves the original meaning while applying principles of active voice, specificity, conciseness, and direct expression to eliminate robotic, inauthentic expression from the text.