Huashu Proofreading

Huashu Proofreading is a Writing skill for Claude Code, published by alchaincyf in huashu-skills.

1.3K stars212 forkson alchaincyf/huashu-skillsAdded 2026/07/20+1% in starsRepository updated 2026/08/02

Install in seconds

Install Huashu Proofreading

Copy Huashu Proofreading into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/alchaincyf/huashu-skills/tree/master/huashu-proofreading ~/.claude/skills/huashu-proofreading

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/alchaincyf/huashu-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: huashu-proofreading/SKILL.md in alchaincyf/huashu-skills
Installs to: ~/.claude/skills/huashu-proofreading
Collection: One of 21 skills cataloged from this repository
Category: Writing — 1361 skills

What Huashu Proofreading does

A three-pass proofreading system that reduces AI detection rates and makes text sound more human by removing robotic patterns, adding personal experience, and polishing flow.

Huashu Proofreading is cataloged under Writing on DirSkills.

Documentation

README

Excerpt

AI味审校

系统化降低文章AI检测率，增加人味的三遍审校专业能力。

何时使用此Skill

当检测到以下场景时，自动加载此skill：

用户说"审校一下"、"降低AI味"、"太AI了"
初稿创作完成后
用户提到"AI检测率高"、"没人味"
文章需要最终polish

核心目标

降低AI检测率：目标控制在30%以下
增加人味：让文章有经验感、有温度、像真人在说话
保持花生风格：实践导向、技术深度、易懂表达、有用可落地

三遍审校流程

第一遍：内容审校（逻辑、事实、结构）

目标：确保内容准确、逻辑清晰

检查项：

事实准确？（数据、时间、产品名称）
逻辑清晰？（前后无矛盾）
结构合理？（无跑题）
信息完整？（关键点都说了）
无编造？（所有数据和案例都是真实的）

方法：

从头到尾读一遍，标注疑问点
搜索验证不确定的信息
检查数字和专有名词的准确性

第二遍：风格审校（AI味降重）

目标：去掉AI味，增加人味

核心检查：6大类AI腔识别

1️⃣ 套话连篇

❌ AI常说：

"在当今时代"、"在...的大背景下"
"综上所述"、"总而言之"
"值得注意的是"、"需要强调的是"
"随着...的发展"、"伴随着..."

✅ 改写方向：直接切主题，不绕弯子

示例：

❌ "在当今AI技术飞速发展的时代，编程工具也在不断进化..."
✅ "Claude Code出了。我用了两周，确实比Cursor好用。"

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Huashu Proofreading

What else does alchaincyf publish alongside Huashu Proofreading?
Huashu Proofreading is one of 21 skills that DirSkills catalogs from alchaincyf/huashu-skills, the repository it ships in. Its siblings there include AI Presentation Maker, Article Image Upload and Article to Social Content. Each one is a separate skill with its own page in this directory, installs the same way Huashu Proofreading does, and is maintained by alchaincyf in that same repository. The rest of the collection is listed on the alchaincyf/huashu-skills page.
How does Huashu Proofreading compare to other Writing skills?
Huashu Proofreading ranks #351 by stars among the 1361 Writing skills in this catalog. The most-starred ones next to it are Article Writing, Social Media Content Calendar and Knowledge Comic Creator. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Huashu Proofreading against them. Open each page to compare what they document and how they install.