de-ai-flavor · diff
git:20260305.c56d819 to git:20260305.37d4591
31 added, 31 removed. Audit A to A.
---
name: de-ai-flavor
description: Remove AI-generated artifacts from documents, including tool names, boilerplate patterns, over-structuring.
allowed-tools: Read, Grep, Glob, Edit
---
# De-AI-Flavor Skill
## Trigger
- - Keywords: 去 AI 味, 去除 AI 痕跡, 人性化文件, de-ai, humanize
+ - Keywords: de-ai, remove AI traces, humanize document, de-ai-flavor, humanize
## When NOT to Use
- - CHANGELOG 中的 Co-Authored-By（Git 規範）
- - 討論 AI 技術的文件（主題本身需要）
- - 引用他人的 AI 相關內容
- - 代碼中的變數/函數名
+ - Co-Authored-By in CHANGELOG (Git convention)
+ - Documents discussing AI technology (topic itself requires it)
+ - Quoting others' AI-related content
+ - Variable/function names in code
## Usage
```bash
- /de-ai-flavor docs/xxx.md # 處理指定文件
- /de-ai-flavor docs/ # 處理目錄下所有 .md
- /de-ai-flavor # 處理 git diff 中的 .md
+ /de-ai-flavor docs/xxx.md # Process specified file
+ /de-ai-flavor docs/ # Process all .md in directory
+ /de-ai-flavor # Process .md in git diff
```
## Detection Rules
- | 類型 | 模式 | 處理 |
- | ------------ | ------------------------------------------- | ---- |
- | 工具名稱 | Claude/Codex/GPT/AI 助手 | 刪除 |
- | 套論模式 | 「讓我來...」「首先...然後...」「綜上所述」 | 改寫 |
- | 過度結構化 | 每段標題僅一句話、過多 #### 層級 | 簡化 |
- | 客服式語氣 | 「希望這對你有幫助」「如有問題請...」 | 刪除 |
- | 過度自我描述 | 「接下來我會...」「我將會...」 | 刪除 |
- | 暴露迭代過程 | 「第一輪/第二輪/第 N 輪」 | 改寫 |
+ | Type | Pattern | Action |
+ | ----------------- | --------------------------------------------------- | ------- |
+ | Tool names | Claude/Codex/GPT/AI assistant | Remove |
+ | Boilerplate | "Let me...", "First...then...", "In conclusion" | Rewrite |
+ | Over-structuring | One sentence per heading, too many #### levels | Simplify|
+ | Service tone | "Hope this helps", "If you have questions..." | Remove |
+ | Self-description | "Next I will...", "I will proceed to..." | Remove |
+ | Iteration leaks | "Round 1/Round 2/Round N" | Rewrite |
## Workflow
```
- 掃描文件 → 標記 AI 痕跡 → 刪除/改寫/簡化 → 輸出摘要
+ Scan file -> Mark AI traces -> Remove/Rewrite/Simplify -> Output summary
```
## Verification
- - 工具名稱全部移除
- - 套論模式改為自然語氣
- - 結構不過度扁平或巢狀
+ - All tool names removed
+ - Boilerplate rewritten to natural tone
+ - Structure not overly flat or nested
## Output Format
```markdown
- ## De-AI-Flavor 結果
+ ## De-AI-Flavor Results
- **文件**: `docs/xxx.md`
+ **File**: `docs/xxx.md`
- | 行號 | 原文 | 修改 | 原因 |
- | ---- | -------------- | --------------- | ----------- |
- | 15 | 讓我來說明... | 刪除 | AI 自我描述 |
- | 32 | Claude 建議... | 改為「建議...」 | 工具名稱 |
+ | Line | Original | Change | Reason |
+ | ---- | --------------------- | ----------------------- | ---------------- |
+ | 15 | Let me explain... | Removed | AI self-description |
+ | 32 | Claude suggests... | Changed to "Suggest..." | Tool name |
- **統計**: 移除 3 處工具名稱 | 改寫 5 處套論 | 簡化 2 處結構
+ **Stats**: Removed 3 tool names | Rewrote 5 boilerplate | Simplified 2 structures
```
## Examples
```
- 輸入：/de-ai-flavor docs/tech-spec.md
- 動作：掃描 → 移除「Claude 建議」→ 改寫「讓我來說明」→ 輸出摘要
+ Input: /de-ai-flavor docs/tech-spec.md
+ Action: Scan -> Remove "Claude suggests" -> Rewrite "Let me explain" -> Output summary
```
```
- 輸入：這份文件感覺很 AI，幫我處理一下
- 動作：偵測 git diff → 標記 AI 痕跡 → 批量處理 → 輸出統計
+ Input: This document feels very AI-generated, please clean it up
+ Action: Detect git diff -> Mark AI traces -> Batch process -> Output stats
```