humanize-chinese

Detect AI traces in Chinese text and rewrite it with human-like style transforms.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/voidborne-d/humanize-chinese --skill humanize-chinese
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize-chinese
Source: https://github.com/voidborne-d/humanize-chinese/tree/main
Command: npx skills add https://github.com/voidborne-d/humanize-chinese --skill humanize-chinese

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Detects AI-generated patterns in Chinese text and rewrites content to sound more human, improving readability and authenticity without external dependencies.

Core Features & Use Cases

  • 20+ rule-based detection categories plus 8 HC3-calibrated statistical features for robust AI text detection.
  • 7 writing styles (casual, zhihu, xiaohongshu, wechat, academic, literary, weibo) and 40 paraphrase templates for versatile rewriting.
  • CiLin synonym expansion option with semantic filtering, plus 122 academic replacements for CNKI/VIP/Wanfang readiness.
  • Academic AIGC reduction workflow to help users polish scholarly text while preserving meaning.
  • Unified CLI: detect, rewrite, academic, style, compare for end-to-end workflow.

Quick Start

Run the unified CLI to detect AI traces and then rewrite the text to be more human-like.

Frequently Asked Questions about humanize-chinese

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

FAQPage Schema
How do I detect AI-generated traces in Chinese text?

You can detect AI-generated traces in Chinese text using 20+ rule-based detection categories and 8 HC3-calibrated statistical features. This identifies AI patterns locally through a unified CLI to assess text authenticity.

Can I humanize AI text for academic submissions without external dependencies?

Yes, you can humanize AI text for academic submissions locally in pure Python. The tool applies 122 academic replacements and an AIGC reduction workflow to polish scholarly text for CNKI, VIP, or Wanfang without external dependencies.

How do I rewrite Chinese text into different writing styles like Zhihu or Xiaohongshu?

You can rewrite Chinese text into 7 styles including Zhihu, Xiaohongshu, WeChat, academic, literary, and Weibo. The tool applies 40 paraphrase templates and CiLin synonym expansion with semantic filtering to transform text style.

Does this AI text humanization tool work offline?

Yes, this AI text humanization tool runs offline as pure Python. It performs detection, rewriting, and style transformation locally using a unified CLI without requiring external API dependencies.

What is the best way to reduce AIGC detection rates in Chinese papers?

The best way to reduce AIGC detection rates in Chinese papers is using the academic AIGC reduction workflow. It detects AI traces, applies 122 academic replacements, and paraphrases text while preserving the original meaning.

How do I compare original and humanized Chinese text versions?

You compare original and humanized Chinese text versions using the compare command in the unified CLI. This end-to-end workflow evaluates the effectiveness of detect, rewrite, academic, and style transformations.