This project provides a set of Chinese prompts, packaged as SKILL, designed to remove AI-like characteristics from generated text and replicate authentic authorial styles. Targeting users of SKILL-compatible tools like Claude Code and Cursor, it aims to enhance the readability and naturalness of AI-generated Chinese content, making it indistinguishable from human writing.

How It Works

The system operates via two primary modes. good-writing acts as an author style replication engine, extracting stylistic 'DNA' from seven real-world articles. It emulates specific authorial traits such as mixed classical/vernacular vocabulary, varied sentence structures, analogical reasoning, and intellectual first-person voice. The de-AI-writing mode builds upon this foundation with strict anti-template constraints, focusing on fidelity rewriting without altering core information. It actively avoids certain conjunctions and controls the usage of colons and second-person pronouns, making it suitable for objective content like summaries and translations.

Quick Start & Requirements

To use, place the good-writing or de-AI-writing folders into your project directory; SKILL-compatible tools will automatically detect the SKILL.md file. Prerequisites include a tool that supports SKILL invocation. The upstream repository is available at https://github.com/op7418/Humanizer-zh.

Highlighted Details

• Prompts are derived from the stylistic features of seven authentic author articles.
• Features a 24-item AI trace detection system.
• Incorporates quantitative style constraints, including seven 'iron rules,' paragraph structure guidelines, sentence rhythm targets, and punctuation budgets.
• Supports five distinct tasks: zero-shot generation, rewriting, translation (with structure fidelity), review, and refinement.
• Includes automated style auditing tools: style_audit.js (Node.js) and style-lint.ps1 (PowerShell).

Maintenance & Community

No specific details regarding maintenance, community channels, or notable contributors are provided in the README.

Licensing & Compatibility

The README does not specify a software license or provide compatibility notes for commercial use.

Limitations & Caveats

The system aims for maximal AI-like characteristic removal but does not guarantee 100% elimination. The good-writing mode is designed for non-first-person content due to its restrained use of 'I', while de-AI-writing is the general-purpose mode for objective texts.