De-AI-Flavor Skill

SkillDocs & knowledge

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.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the De-AI-Flavor Skill skill

What this skill tells your AI

The instructions your AI receives, as published by sd0xdev/sd0x-harness in skills/de-ai-flavor/SKILL.md and read by ahel’s review.

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

Signals

GitHub stars
188
Forks
24
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
de-ai-flavor
Source
github.com/sd0xdev/sd0x-harness