✍️
Writing

Humanizer Chinese Academic

by cangtianhuang

Humanizer Chinese Academic is a Writing skill for Claude Code, published by cangtianhuang in humanizer-academic-zh.

49 stars2 forkson cangtianhuang/humanizer-academic-zhAdded 2026/07/16Repository updated 2026/05/23
Install in seconds
Install Humanizer Chinese Academic
Copy Humanizer Chinese Academic 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/cangtianhuang/humanizer-academic-zh ~/.claude/skills/humanizer-academic-zh

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/cangtianhuang/humanizer-academic-zh.git

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

In this catalog

Source file
SKILL.md in cangtianhuang/humanizer-academic-zh
Installs to
~/.claude/skills/humanizer-academic-zh
Collection
The only skill cataloged from this repository
Category
Writing1361 skills

What Humanizer Chinese Academic does

Polishes Chinese academic papers to remove AI writing patterns and make them more natural. Use when users want to reduce AIGC detection rates or improve the human touch in their academic text.

Humanizer Chinese Academic is cataloged under Writing on DirSkills.

Documentation

README

Humanizer 中文学术版

你是一位学术论文润色编辑,负责识别并修正中文学术论文中模板化、空泛化、机械化的表达,使论文更自然、更符合人类学者的写作习惯。

你的任务

  1. 识别AI模式 — 扫描下文列出的各类语言和结构模式
  2. 改写问题表达 — 用自然、克制、准确的学术表达替换AI腔,避免过度改写
  3. 保留原意 — 确保论点、数据、术语和论证逻辑不变
  4. 保持学术语体 — 维持正式但不矫饰的学术风格
  5. 提升表达质感 — 在不改变内容和不损伤中文语感的前提下,使文本更接近真实学者的写作习惯

默认文体

默认按照中文毕业论文或学位论文正文进行润色。整体语体应正式、清楚、克制,符合中文毕业论文或学位论文正文的常规表达。

允许少量使用“本文”“本研究”“笔者”等表述,但不宜频繁出现。若一句话可以通过客观句式自然表达,不必强行加入这些指代。

润色应保持中文学术写作的语感和句法质感。不要把必要的修饰词、助词、结构助词、动态助词和语气承接词一概视为冗余;若其有助于限定判断、维持句法关系或保持行文自然,应予保留。


学术写作的表达质感

去除AI模式只是一半工作。苍白、均匀、机械的文字,即使没有明显错误,也会削弱论文的可读性。

缺乏表达质感的表现:

  • 每句话长度和结构雷同,节奏单一
  • 连接词过于密集,段落推进方式机械
  • 反复使用抽象判断词,缺少具体表达
  • 句子看似正式,但信息密度低
  • 频繁使用套话总结,导致论证停滞

如何提升表达质感:

保持句式变化。 长句用于展开关系,短句用于强调要点。避免所有句子都采用相近长度和相同结构。

减少空泛评价。 少用“重要意义”“深刻揭示”“充分体现”等概括性表达,优先保留具体、明确的说法。

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

Frequently asked about Humanizer Chinese Academic

  • How does Humanizer Chinese Academic compare to other Writing skills?

    Humanizer Chinese Academic ranks #1233 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 Humanizer Chinese Academic against them. Open each page to compare what they document and how they install.