Agent skill · writing content · sickn33
ai-md
Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.
Why this skill is useful
Provides a structured-label conversion methodology that optimizes AI compliance and reduces token usage, which is not commonly found in standard documentation.
What it needs
About 1k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
AI.MD v4 — The Complete AI-Native Conversion System Detailed Guide Read the detailed guide before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely. When to Use This Skill Use when your CLAUDE.md is long but AI still ignores your rules Use when token usage is too high from verbose system instructions Use when you want to optimize any LLM system prompt for compliance Use when migrating rules between AI tools (Claude, Codex, Gemini, Grok) Limitations Use this skill only when the task clearly matches the scope described above. Do not treat the output as a substitute for environment-specific validation, testing, or expert review. Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/ai-md--317ade