AI Md

AI.MD — Convert any human-written CLAUDE.md into AI-native structured format. Your CLAUDE.md is read by AI every single turn, not by you — so write it in AI's language. Battle-tested: 5 rounds, 4 models (GPT-5.3, Gemini 2.5 Pro, Grok-4, Claude Opus 4.6). Structured-label format raised Codex compliance from 6/8 → 8/8 on identical content. Same rules, fewer tokens, higher precision. This skill contains the complete methodology: how to take natural language instructions and convert them into a format that LLMs actually follow better. Run with: "distill my CLAUDE.md" or "rewrite my MD for AI" or "

10 stars 2 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add sstklen/ai-md --skill ai-md

Manual install

git clone --depth 1 https://github.com/sstklen/ai-md.git /tmp/ai-md
mkdir -p ~/.claude/skills
cp -r /tmp/ai-md/. ~/.claude/skills/ai-md

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# AI.MD v4 — The Complete AI-Native Conversion System

## What Is AI.MD?

AI.MD is a methodology for converting human-written `CLAUDE.md` (or any LLM system instructions)
into a structured-label format that AI models follow more reliably, using fewer tokens.

**The paradox we proved:** Adding more rules in natural language DECREASES compliance.
Converting the same rules to structured format RESTORES and EXCEEDS it.

```
Human prose (6 rules, 1 line)  → AI follows 4 of them
Structured labels (6 rules, 6 lines) → AI follows all 6
Same content. Different format. Different results.
```

---

## Why It Works: How LLMs Actually Process Instructions

LLMs don't "read" — they **attend**. Understanding this changes everything.

### Mechanism 1: Attention Splitting

When multiple rules share one line, the model's attention distributes across all tokens equally.
Each rule gets a fraction of the attention weight. Some rules get lost.

When each rule has its own line, the model processes it as a distinct unit.
Full attention weight on each rule.

Read the full skill on GitHub

Details

Skill name: ai-md
Repository: sstklen/ai-md
License: MIT
Repo updated: 15 March 2026

FAQ

What does the AI Md skill do?

How do I install the AI Md skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add sstklen/ai-md --skill ai-md. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is AI Md popular?

It lives in sstklen/ai-md, which has 10 GitHub stars and 2 forks.

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