Writing Humanizer
Remove AI writing patterns from text, making it sound more natural and human. Focused on Traditional Chinese (Taiwan).
One skill, seven hosts. The same skills/writing-humanizer skill runs in Claude Code, OpenAI Codex, Cursor, Google Antigravity CLI, OpenCode, Kimi CLI, and pi — only the per-host manifest differs.
Installation
Claude Code
Via marketplace (recommended):
/plugin marketplace add shyuan/shyuan-marketplace
/plugin install writing-humanizer@shyuan-marketplace
Or direct:
/plugin install shyuan/writing-humanizer
OpenCode
Add to the plugin array in your opencode.json (global or project-level), then restart OpenCode:
{
"plugin": ["writing-humanizer@git+https://github.com/shyuan/writing-humanizer.git"]
}
See .opencode/INSTALL.md for version pinning and troubleshooting.
Codex / Cursor / Antigravity CLI / Kimi CLI
Each of these hosts reads its own manifest bundled in this repo. Install with the host's own plugin/marketplace command pointing at this repo, or clone it into the host's plugins location and let the host discover the manifest:
git clone https://github.com/shyuan/writing-humanizer.git
| Host | Manifest the host reads |
|---|
| OpenAI Codex | .codex-plugin/plugin.json |
| Cursor | .cursor-plugin/plugin.json |
| Google Antigravity CLI | plugin.json (repo root) |
| Kimi CLI | .kimi-plugin/plugin.json |
pi
pi loads the skill through the "pi" field in package.json (extension at .pi/extensions/writing-humanizer.ts). Install the package into your pi setup so pi discovers the bundled skills/.
What You Get
Skill: writing-humanizer
A comprehensive skill that detects and rewrites 31 categories of AI writing patterns:
Content Patterns (1-6)
- Significance inflation, notability name-dropping, superficial analysis
- Promotional language, vague attributions, formulaic "challenges & outlook"
Language Patterns (7-12)
- AI vocabulary overuse, copula avoidance, negative parallelisms
- Rule of three, synonym cycling, false ranges
Style Patterns (13-17)
- Em dash overuse, boldface overuse, inline-header lists
- Emoji decoration, quotation mark issues
Communication Patterns (18-24)
- Chatbot artifacts, knowledge-cutoff disclaimers, sycophantic tone
- Filler phrases, excessive hedging, generic conclusions, throat-clearing openers
Structure & Rhetoric Patterns (25-31) — Chinese-essay-specific
- Outline-as-essay, bold 4-char-label lists, significance-stamping endings
- In-sentence keyword bolding, meta-discourse/roadmap announcements, sublimating moralizing conclusions
- Reifying an abstract process into "a line/route" and pointing back to it repeatedly
Key Features
- AI vocabulary watchlist with suggested replacements for Traditional Chinese (Taiwan)
- Common AI sentence templates specific to Chinese writing
- Two-pass rewriting process with self-audit
- Quality scoring system (50 points across 5 dimensions)
Quick Start
After installation, invoke the skill (slash-command syntax varies by host — this is the Claude Code form):
/writing-humanizer:writing-humanizer <paste your text here>
Or simply ask your agent to humanize text — the skill is discovered from its description and loaded on demand.
References
License
MIT
Writing Humanizer(中文說明)
去除文章中的 AI 寫作痕跡,使文字更自然、更有人味。以台灣正體中文為主。
一份 skill,七個 host。同一個 skills/writing-humanizer skill 可在 Claude Code、OpenAI Codex、Cursor、Google Antigravity CLI、OpenCode、Kimi CLI、pi 上運作——差別只在各 host 的 manifest。
安裝方式
Claude Code
透過 Marketplace(推薦):
/plugin marketplace add shyuan/shyuan-marketplace
/plugin install writing-humanizer@shyuan-marketplace
或直接安裝:
/plugin install shyuan/writing-humanizer
OpenCode
在你的 opencode.json(全域或專案層級)的 plugin 陣列加入以下設定,然後重啟 OpenCode:
{
"plugin": ["writing-humanizer@git+https://github.com/shyuan/writing-humanizer.git"]
}
版本鎖定與排錯請見 .opencode/INSTALL.md。
Codex / Cursor / Antigravity CLI / Kimi CLI
這幾個 host 各自讀取 repo 內附的 manifest。用該 host 自己的 plugin/marketplace 安裝指令指向本 repo,或將 repo clone 到該 host 的 plugins 位置,讓它探索對應 manifest:
git clone https://github.com/shyuan/writing-humanizer.git
| Host | 讀取的 manifest |
|---|
| OpenAI Codex | .codex-plugin/plugin.json |
| Cursor | .cursor-plugin/plugin.json |
| Google Antigravity CLI | plugin.json(repo 根目錄) |
| Kimi CLI | .kimi-plugin/plugin.json |
pi