promptschat
Gives Claude Code access to the prompts.chat library, letting you search, retrieve and improve AI prompt templates, and find and install Agent Skills from its registry.
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Plugin
writing-humanizer
A skill that edits or reviews text to remove AI-generated writing patterns and make it sound more natural and human. Focused on Traditional Chinese as used in Taiwan.
Plugin Signal42/100Fair
maintained37
capable14
documented100
adopted32
Claude Code
$ npx -y skills add shyuan/writing-humanizer --agent claude-code
Codex
$ npx skills add shyuan/writing-humanizer -a codex
Cursor
$ npx skills add shyuan/writing-humanizer -a cursor
Gemini CLI
$ npx skills add shyuan/writing-humanizer -a gemini-cli
GitHub Copilot
$ npx skills add shyuan/writing-humanizer -a github-copilot
OpenCode
$ npx skills add shyuan/writing-humanizer -a opencode
Windsurf
$ npx skills add shyuan/writing-humanizer -a windsurf
Stats
31
Stars
2
Forks
Maintained
Maintenance
JavaScript
Language
MIT
License
Last commit
Created
What's inside
README
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
pi 透過 package.json 的 "pi" 欄位載入 skill（extension 在 .pi/extensions/writing-humanizer.ts）。將此套件安裝進你的 pi 環境，pi 便會探索到內附的 skills/。
安裝後你會得到
Skill：writing-humanizer
一個完整的 skill，可偵測並改寫 31 類 AI 寫作模式：
內容模式（1-6）
- 誇大象徵意義、過度強調知名度、膚淺分析
- 宣傳性語言、模糊歸因、公式化的「挑戰與展望」
語言模式（7-12）
- AI 詞彙過度使用、繫動詞迴避、否定式排比
- 三段式法則、同義詞循環、虛假範圍
風格模式（13-17）
- 破折號過度使用、粗體過度使用、內嵌標題列表
- 表情符號裝飾、引號問題
交流模式（18-24）
- 聊天機器人痕跡、知識截止免責聲明、諂媚語氣
- 填充短語、過度限定、通用積極結論、開場白贅詞
結構與修辭模式（25-31） — 中文論說文專屬
- 大綱骨架代替文章、四字標籤排比清單、意義蓋章式收尾
- 句內關鍵詞粗體、元論述導讀宣告、升華訓誡式結尾
- 抽象事物具象成「一條線／路線」並反覆回指
主要特色
- 台灣正體中文 AI 詞彙警示列表與替代建議
- 中文常見 AI 句式模板辨識
- 兩輪改寫流程（初稿 + 自我審查再修改）
- 質量評分系統（5 個維度，滿分 50 分）
快速入門
安裝完成後，呼叫 skill（slash 指令語法因 host 而異，以下為 Claude Code 形式）：
/writing-humanizer:writing-humanizer <貼上你要處理的文字>
或直接請你的 agent 幫你去除 AI 痕跡——skill 會依其 description 被探索並按需載入。
參考資料
授權條款
MIT
Stars on GitHub
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@zarazhangruiQuestions about writing-humanizer.
A skill that edits or reviews text to remove AI-generated writing patterns and make it sound more natural and human. Focused on Traditional Chinese as used in Taiwan. Install it with the command on its page. It includes writing-humanizer. Its skills do not fire on their own yet. Free and open source.
- What is writing-humanizer?
- A skill that edits or reviews text to remove AI-generated writing patterns and make it sound more natural and human. Focused on Traditional Chinese as used in Taiwan.
- How do I install writing-humanizer?
- Run these in Claude Code: npx -y skills add shyuan/writing-humanizer --agent claude-code. Then prompt normally.
- Does writing-humanizer auto-invoke its skills?
- Not yet. It is indexed on Flowy as a plain plugin.
- Is writing-humanizer free?
- Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.
- Which coding agents can use writing-humanizer's skills?
- writing-humanizer installs in Claude Code, and its skills also install in Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI. Each skill's page has the install command. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.
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