K-Humanizer: Open-source Agent Skill for Natural Korean Writing

说明与用途

K-Humanizer 是一个用于 Cursor、Claude 和 Codex 的开源 Agent Skill，旨在使 LLM 生成的韩语文本听起来更自然。它消除了类似英语的措辞、过度的正式感和抽象名词，同时保留事实、数字和领域术语。

问题

Korean text generated by LLMs is often grammatically correct but sounds translated, featuring English-like word order, abstract nouns hiding actions, and excessive formality.

结果

The tool rewrites Korean text to sound more natural by removing abstract wording and stating actions directly, as demonstrated in the example where a formal sentence about customer inquiry classification was simplified.

工作流

• Install the skill using npx: 'npx skills add evergreentree97/K-Humanizer --skill k-humanizer --full-depth'
• Provide the skill with the purpose of the text and its intended reader.
• Run the skill on the Korean text to revise translation-like phrasing and unnecessary formality.
• Review the output to ensure facts, numbers, names, and product terms remain unchanged.

证据

Before: 고객 문의 분류 체계 고도화를 통해 주간 평균 처리 시간을 18시간에서 11시간으로 크게 개선했습니다. After: 고객 문의 분류 기준을 정리해 주간 평균 처리 시간을 18시간에서 11시간으로 줄였습니다.

来源

The repository includes 200 synthetic examples across resumes, everyday writing, chat, email, documents, product copy, dialogue, and code review.

来源