Claude-skill-registry de-ai-flavor

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

install

source · Clone the upstream repo

git clone https://github.com/majiayu000/claude-skill-registry

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/de-ai-flavor" ~/.claude/skills/majiayu000-claude-skill-registry-de-ai-flavor && rm -rf "$T"

manifest: skills/data/de-ai-flavor/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

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

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