humanizer-zh

Remove AI-generated traces from Chinese text while preserving meaning.

Updated Apr 17, 2026
One-click install
npx skills add https://github.com/ccstudentcc/agent-prompts --skill humanizer-zh-ccstudentcc
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/ccstudentcc/agent-prompts/tree/main/.codex/skills/Humanizer-zh
Command: npx skills add https://github.com/ccstudentcc/agent-prompts --skill humanizer-zh-ccstudentcc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

去除中文文本中的 AI 生成痕迹,帮助编辑或审阅文本,使其听起来更自然,更像人类书写。 基于维基百科的"AI 写作特征"综合指南,检测并修复以下模式:夸大的象征意义、宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、AI 词汇、否定式排比、过多的连接性短语。

Core Features & Use Cases

  • 识别并消除 AI 写作痕迹,提升文本自然度和可读性
  • 保留原始含义,同时调整语气与风格以匹配目标受众
  • 适用于编辑、润色、摘要改写与文档改写等场景

Quick Start

请提供需要润色的中文文本,我会去除 AI 痕迹并输出更自然的人性化版本。

Frequently Asked Questions about humanizer-zh

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

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

You can humanize AI-generated Chinese text by detecting and rewriting formulaic structures, excessive AI vocabulary, and filler phrases to produce more natural, human-like writing while preserving the original meaning.

What are common AI writing traits in Chinese articles?

Common AI writing traits in Chinese articles include exaggerated symbolism, promotional language, vague attribution, overused dashes, and formulaic three-part structures that make the text sound unnatural.

Can I use this to polish AI-generated summaries and internal notes?

Yes, you can use this to polish AI-generated summaries and internal notes. It applies to editing and proofreading workflows, adjusting tone and style to match target audiences while maintaining readability.

Does rewriting Chinese text to remove AI traces change the original meaning?

Rewriting Chinese text to remove AI traces preserves the original meaning. The process focuses on pattern recognition and style adjustment, ensuring the core message remains intact while eliminating unnatural phrasing.

What is the best way to fix negative parallelism and shallow analysis in Chinese text?

The best way to fix negative parallelism and shallow analysis in Chinese text is to apply a humanizer tool that recognizes these specific AI patterns and rewrites the sentences for better depth and natural flow.