Stop Slop 中文版

Remove robotic AI writing patterns from Chinese prose with four-layer validation.

41|1|Updated May 26, 2026
One-click install
npx skills add https://github.com/pencil20388-eng/stop-slop-zh --skill stop-slop-pencil20388-eng
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Stop Slop 中文版
Source: https://github.com/pencil20388-eng/stop-slop-zh/tree/main
Command: npx skills add https://github.com/pencil20388-eng/stop-slop-zh --skill stop-slop-pencil20388-eng

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill solves the issue of "AI-flavored" Chinese writing, characterized by robotic connectors, textbook structures, and unnatural phrasing that makes content feel machine-generated rather than human-written.

Core Features & Use Cases

  • Hard Rule Enforcement: Automatically detects and removes filler phrases, AI-favored punctuation (colons, em-dashes), and rigid numbered structures.
  • Style Optimization: Injects colloquial Chinese expressions to improve flow, rhythm, and authenticity.
  • Quality Assurance: Runs a 4-layer quality check (Hard Rules, Style, Content, Human-feel) to provide a structured QA report for every piece of content.

Quick Start

Use the stop-slop-zh skill to rewrite the provided text and run a four-layer quality check to ensure it sounds like a human.

Frequently Asked Questions about Stop Slop 中文版

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

FAQPage Schema
How do I remove AI writing patterns from Chinese prose?

To remove AI writing patterns from Chinese prose, apply strict stylistic rules that scan for filler phrases, AI-favored punctuation, and rigid structures, then inject colloquial expressions to restore a natural, human-like tone.

What makes Chinese content sound like it was generated by AI?

Chinese content sounds AI-generated due to robotic connectors, textbook structures, and unnatural phrasing, often relying on em-dashes, colons, and rigid numbered lists instead of natural human flow.

How do I check if my Chinese copywriting passes AI detection for human feel?

Check Chinese copywriting for human feel by running a four-layer quality validation system that scans hard rules, style consistency, content quality, and human tone to generate a structured QA report.

Can I use automated quality assurance for professional Chinese communications?

Yes, you can use automated quality assurance for professional Chinese communications by enforcing hard rules and style optimization to ensure articles and reports maintain a natural, human-like tone.

What is the best way to optimize AI-generated Chinese articles for style and rhythm?

The best way to optimize AI-generated Chinese articles is to inject colloquial expressions and enforce strict stylistic rules, improving flow and rhythm while eliminating machine-generated phrasing.