{"repo":"sstklen/ai-md","free":true,"listed":false,"github":"https://github.com/sstklen/ai-md","clone":"git clone https://github.com/sstklen/ai-md.git","description":"📝 Convert CLAUDE.md to AI-native format | 蒸餾 CLAUDE.md 為 AI 原生格式 | CLAUDE.mdをAIネイティブ形式に変換 — 4 models tested","language":null,"stars":11,"topics":["ai-tools","claude-code","claude-md","claude-skills","llm-tools","markdown","prompt-engineering"],"license":"MIT","category":"ai-agents","readme_excerpt":"中文版 · 日本語版 AI.MD Your CLAUDE.md is read by AI every single turn, not by you — so write it in AI's language. AI.MD converts human-written CLAUDE.md into AI-native structured-label format. Not \"compressed\" — restructured so LLMs actually follow your rules better. The Problem Claude Code re-reads CLAUDE.md on every conversation turn . Most CLAUDE.md files are written in human prose — paragraphs, parenthetical explanations, long sentences with multiple rules crammed together. This wastes tokens AND reduces compliance. We proved it. Battle-Tested Results Tested 2026-03 with real CLAUDE.md (washinmura.jp), 5 rounds, 4 models: Format Codex (GPT-5.3) Gemini 2.5 Pro Claude Opus 4.6 -------- ----------------- ---------------- ----------------- Human prose (many rules) 6/8 6.5/8 8/8 AI-native structured 8/8 7/8 8/8 Same rules. Different format. Higher compliance across all models. The uncomfortable finding: Adding more rules in prose decreased compliance (8/8 → 6/8). Converting to structured format restored and exceeded it (6/8 → 8/8). Size Reduction Same real-world CLAUDE.md, before and after conversion: Metric Before (prose) After (AI-native) Change -------- --------------- ------------------- -------- File size 13,474 bytes 6,332 bytes -53% Line count 224 lines 142 lines -37% Claude Code officially recommends keeping CLAUDE.md under 200 lines (re-read every turn). The original was over the limit (224). After AI.MD conversion: well within (142). Less tokens burned per turn × every tur","default_branch":null,"files":null,"tree":[],"storefront":"/r/sstklen","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/sstklen/ai-md/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}