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De AI Flavor

Documents
de-ai-flavor

De AI Flavor is an Agent Skill for documents published in the majiayu000/claude-skill-registry repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

Remove AI-generated artifacts from documents, including tool names, boilerplate patterns, over-structuring.

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How to use this skill

Bring this guide into your coding agent with a prompt tailored to the tool you use.

  1. Open your project in Codex.
  2. Copy and paste the prompt below.
  3. Review files and risks before approving any action.
Prompt to paste
Inspect the Agent Skill at https://github.com/majiayu000/claude-skill-registry/blob/HEAD/skills/data/de-ai-flavor/SKILL.md and all supporting files. Report provenance, permissions, scripts, dependencies, and security risks. Propose an exact installation into .agents/skills/de-ai-flavor, but wait for my approval before writing files or running scripts.

Copying this prompt does not install or run the skill. Review third-party files before use.

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

/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

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

## 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

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