OUBIGFA/De-AI-Prompt-Enhancer-Writer-Booster-SKILL

What it solves

This project addresses the "AI-flavored" quality of Chinese text generated by LLMs, which often feels robotic, formulaic, or unnatural. It provides a system to remove these traces and either replicate a specific human author's writing style or produce clean, neutral, non-robotic prose.

How it works

The project is packaged as a "SKILL" format compatible with tools like Claude Code, Cursor, and Windsurf. It utilizes a set of highly specific prompt engineering techniques based on the following:

• Two Writing Modes:
  • good-writing: A style replication engine that extracts "writing DNA" from a set of reference articles to mimic a specific author's voice (e.g., alternating sentence lengths, specific argumentative styles).
  • de-AI-writing: A "patch" mode that applies hard constraints to remove AI templates, banning specific transition words and limiting certain punctuation to create neutral, human-like summaries or translations.
• Detection and Constraints: It employs a 24-point AI trace detection system and quantitative style constraints (including "seven iron laws" and sentence rhythm indicators).
• Automation: Includes Node.js and PowerShell scripts (style_audit.js and style-lint.ps1) to automatically audit the style of generated text.

Who it’s for

• Writers and content creators who want AI-generated Chinese text to sound more human and less robotic.
• Users of AI-integrated IDEs (Cursor, Windsurf, Claude Code) who want to integrate writing style presets into their workflow.
• People looking to translate or summarize information into natural-sounding Chinese.

Highlights

• Style DNA Extraction: Moves beyond generic "write better" prompts by using actual reference articles to define a style.
• Hard Constraints: Specifically bans common AI-isms (like the word "考耕" or specific collaborative signposts) to force more natural phrasing.
• SKILL Integration: Designed for seamless activation in modern AI coding tools via SKILL.md files.
• sytle Audit Tools: Provides programmatic scripts to verify if the text still contains AI-like patterns.