This project provides a Chinese localization of the Humanizer tool, designed to remove AI-generated traces from text and make it sound more natural and human-written. It targets editors, reviewers, and users aiming to enhance the quality and authenticity of AI-generated content, offering a practical approach to refining prose.

How It Works

Humanizer-zh identifies and helps rewrite text based on 24 distinct AI writing patterns, categorized into Content, Language/Grammar, Style, and Communication. The core approach involves a manual process of scanning text for these patterns, replacing AI-generated phrases with natural expressions, preserving the original meaning, maintaining appropriate tone, and injecting genuine personality. The guiding principle is to make text "vivid" by incorporating human voice, opinions, varied sentence structures, and specific details, rather than merely cleaning up superficial AI markers.

Quick Start & Requirements

• Primary install: npx skills add https://github.com/op7418/Humanizer-zh.git (recommended for one-click installation).
• Alternative installs: Git clone to ~/.claude/skills/humanizer-zh or manual copy to the Claude Code skills directory.
• Prerequisites: Requires Claude Code to be installed and configured.
• Links: GitHub Repository

Highlighted Details

• Detects and addresses 24 AI writing patterns across four categories: Content (e.g., overemphasis on trends, promotional language), Language/Grammar (e.g., AI vocabulary, negative parallelism), Style (e.g., overuse of dashes, title case), and Communication (e.g., filler phrases, sycophantic tone).
• Provides practical examples for rewriting marketing copy, academic abstracts, and blog posts, demonstrating concrete improvements.
• Includes a list of commonly overused "AI vocabulary" words to aid in identification.
• Emphasizes a manual process of identifying patterns, rewriting, preserving meaning, and injecting human personality for truly natural text.

Maintenance & Community

No specific details regarding maintainers, community channels (e.g., Discord, Slack), or roadmap are provided in the README.

Licensing & Compatibility

The project follows the licensing of its core source (blader/humanizer) and is based on Wikipedia observations. Specific license type and commercial use compatibility are not detailed.

Limitations & Caveats

This tool is a Chinese localization and adaptation, with adjustments made for Chinese writing conventions. It is intended to genuinely improve writing quality and humanize text, rather than solely serving as a method to bypass AI detection. The README notes that the most effective "de-AIing" comes from authentic human thought and expression.