菜单
Remove AI artifacts from documents. Use when: cleaning AI-generated text, removing tool names, fixing boilerplate patterns. Not for: doc review (use doc-review), doc refactoring (use doc-refactor). Output: cleaned document preserving original intent.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
基于 SOC 职业分类
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/sd0xdev/sd0x-dev-flow --skill de-ai-flavor命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
Project initialization inventory (one-time). Use when: first onboarding a project, rebuilding cache after structural changes. Not for: day-to-day development (read cache directly), finding specific files (use code-explore). Output: project map with entrypoints + test map + next steps.
Claude Code config health check + plugin sync. Use when: auditing .claude/ structure, checking naming, verifying hook setup, detecting plugin version drift, syncing installed assets. Not for: skill quality (use skill-health-check), code review (use codex-code-review). Output: health report + fix recommendations.
Code review using Codex MCP. Use when: PR review, code audit, second opinion on changes. Not for: doc review (use doc-review), security audit (use security-review). Output: severity-grouped findings + merge gate.
| name | de-ai-flavor |
| description | Remove AI artifacts from documents. Use when: cleaning AI-generated text, removing tool names, fixing boilerplate patterns. Not for: doc review (use doc-review), doc refactoring (use doc-refactor). Output: cleaned document preserving original intent. |
| allowed-tools | Read, Grep, Glob, Edit |
/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
| 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 |
Scan file -> Mark AI traces -> Remove/Rewrite/Simplify -> Output summary
## De-AI-Flavor Results
**File**: `docs/xxx.md`
| Line | Original | Change | Reason |
| ---- | --------------------- | ----------------------- | ---------------- |
| 15 | Let me explain... | Removed | AI self-description |
| 32 | Claude suggests... | Changed to "Suggest..." | Tool name |
**Stats**: Removed 3 tool names | Rewrote 5 boilerplate | Simplified 2 structures
Input: /de-ai-flavor docs/tech-spec.md
Action: Scan -> Remove "Claude suggests" -> Rewrite "Let me explain" -> Output summary
Input: This document feels very AI-generated, please clean it up
Action: Detect git diff -> Mark AI traces -> Batch process -> Output stats