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de-ai-flavor

Skill192 starsChanged 37 days agoMITView on GitHub

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.

9 other projects use a version of this.

Adopted by

Most recently taken up by

The file

We split this skill into the rules it gives an agent

1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈1

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    All tool names removed

    line 47

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

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

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