AgentSkillsCN

de-ai-flavor

从文档中移除 AI 生成的痕迹，包括工具名称、模板化套路，以及过度结构化的表述。

SKILL.md
--- frontmatter
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: de-ai, remove AI traces, humanize document, de-ai-flavor, humanize

When NOT to Use

  • •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           # Process specified file
/de-ai-flavor docs/                 # Process all .md in directory
/de-ai-flavor                       # Process .md in git diff

Detection Rules

TypePatternAction
Tool namesClaude/Codex/GPT/AI assistantRemove
Boilerplate"Let me...", "First...then...", "In conclusion"Rewrite
Over-structuringOne sentence per heading, too many #### levelsSimplify
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

code
Scan file -> Mark AI traces -> Remove/Rewrite/Simplify -> Output summary

Verification

  • •All tool names removed
  • •Boilerplate rewritten to natural tone
  • •Structure not overly flat or nested

Output Format

markdown
## 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

Examples

code
Input: /de-ai-flavor docs/tech-spec.md
Action: Scan -> Remove "Claude suggests" -> Rewrite "Let me explain" -> Output summary
code
Input: This document feels very AI-generated, please clean it up
Action: Detect git diff -> Mark AI traces -> Batch process -> Output stats