This project addresses the common issue of AI-generated Simplified Chinese text exhibiting an unnatural "AI flavor." It offers a solution by acting as a "sweeper" and "polisher" to remove these traces, making the text sound more human-written. The target audience includes writers, editors, students, and professionals who use AI for drafting and wish to improve the authenticity and readability of their Chinese content. The primary benefit is transforming AI-generated drafts into cleaner, more natural-sounding final outputs.

How It Works

The tool employs a multi-pass workflow, inspired by the humanizer project, to refine text. It first acts as a "sweeper" to remove obvious AI artifacts like excessive emojis or common AI phrases. Subsequently, a "polisher" actively refines the text by strengthening verbs, adjusting sentence rhythm, cutting filler words, and reordering syntax, all while strictly adhering to the principle of not inventing facts. A key feature is its style recognition capability, which analyzes the text's genre (e.g., social, business, academic) to tailor the intensity and type of AI-flavor removal, ensuring the output remains appropriate for its intended context.

Quick Start & Requirements

The recommended installation method is via npx skills add https://github.com/LifelongLazyLearner/qu-ai-wei, which supports integration with agents like Cursor, Claude Code, and OpenAI Codex CLI. Alternatively, manual installation using git clone and scripts/install-skill.sh is available. Node.js/npm is a prerequisite for the npx method. Detailed rules and workflow are documented in SKILL.md.

Highlighted Details

• Style Recognition: Supports 9 distinct writing styles (social, media, business, academic, etc.) to customize AI-flavor removal.
• Conflict Arbitration: A six-level hierarchy prioritizes preserving original facts before applying polishing rules.
• "Sweeper + Polisher" Dual Approach: Combines removal of overt AI markers with nuanced text refinement.
• Simplified Chinese Focus: Exclusively designed for Simplified Chinese text.

Maintenance & Community

The project is currently in a 0.x development phase (v0.8.2), indicating ongoing iteration and potential for API changes. Specific details on community channels, notable contributors, or sponsorships are not detailed in the provided README.

Licensing & Compatibility

The project is released under the MIT License, which generally permits commercial use and integration into closed-source applications. It is designed as a "skill" for various AI agents.

Limitations & Caveats

This tool is strictly for Simplified Chinese and does not support Traditional Chinese. It functions as a "sweeper and polisher," not a "sculpting tool"; it cannot invent original viewpoints or substance if the source material is weak. It is not suitable for deep, serious writing requiring original human observation or for academic/legal texts where specific formal language is required and might be misinterpreted. The tool may also incorrectly flag or remove narrative pacing elements. It is explicitly stated that this is not a tool to bypass AI detection policies.