humanizer-zh

Rewrites Chinese-language prose to sound natural and fluent while preserving original meaning and nuance.

110|13|Updated Mar 15, 2026
One-click install
npx skills add https://github.com/ai-zixun/humanizer-zh --skill humanizer-zh-ai-zixun
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/ai-zixun/humanizer-zh/tree/main
Command: npx skills add https://github.com/ai-zixun/humanizer-zh --skill humanizer-zh-ai-zixun

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill rewrites Chinese prose that sounds AI-generated, translation-like, or overly mechanical, restoring native fluency while preserving facts, intent, and structure.

Core Features & Use Cases

  • Detects translation artifacts, rigid rhythm, and inflated phrasing, then rewrites into natural Chinese prose.
  • Normalizes punctuation, terminology, dates, and typography to align with native writing norms.
  • Supports on-demand referencing from the repository's references/ to explain patterns and provide guidance.
  • Ideal for rewriting Chinese blogs, essays, newsletters, long-form product analyses, and nonfiction chapters.

Quick Start

给定一段中文草稿,请使用本技能润色成像母语写作者那样的自然中文,去除翻译腔与空泛大词。

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 artifacts and translation tone from Chinese prose?

This skill rewrites Chinese prose to remove AI artifacts and translation tone, remapping rigid phrasing into native writing while normalizing punctuation and preserving facts.

How do I rewrite Chinese blogs to sound like a native writer?

To rewrite Chinese blogs to sound like a native writer, detect translation artifacts and rigid rhythm, then apply deep rewrites using loaded context references to produce natural prose.

Does this Chinese rewriting skill work for long-form essays and newsletters?

Yes, this Chinese rewriting skill works for long-form essays and newsletters. It is specifically designed to process long-form content including product analyses and nonfiction chapters.

How do I normalize Chinese punctuation and typography to native writing norms?

To normalize Chinese punctuation and typography, remap translation-like phrasing and standardize dates, terminology, and punctuation marks to align with native writing conventions during the rewrite process.

What is the best way to eliminate empty buzzwords from AI-generated Chinese text?

The best way to eliminate empty buzzwords from AI-generated Chinese text is to perform a deep rewrite that detects inflated phrasing and replaces it with native expressions while loading reference patterns.

Do I need YAML frontmatter to rewrite Chinese text?

Yes, you need YAML frontmatter with a defined name and description to rewrite Chinese text, as it provides the required context loading and references for guiding the deep rewrite process.