SkillCoding & development
Trace a request through a codebase
Follow one request from entry point to storage or external boundary with concrete file references.
✳Claude Code
MIT · FreeView skill
Installable skillCC-BY-4.0
AI.MD v4 — The Complete AI-Native Conversion System
Convert human-written CLAUDE.md into AI-native structured-label format. Propose and evaluate structured-label rewrites while preserving rule meaning; benefits require measured evidence.
instructions.md
--- name: ai-md description: "Convert human-written CLAUDE.md into AI-native structured-label format. Propose and evaluate structured-label rewrites while preserving rule meaning; benefits require measured evidence." risk: safe source: community date_added: "2026-03-11" --- # AI.MD v4 — The Complete AI-Native Conversion System ## Detailed Guide Read [the detailed guide](references/detailed-guide.md) 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.--- name: ai-md description: "Convert human-written CLAUDE.md into AI-native structured-label format. Propose and evaluate structured-label rewrites while preserving rule meaning; benefits require measured evidence." risk: safe source: community date_added: "2026-03-11" --- # AI.MD v4 — The Complete AI-Native Conversion System ## Detailed Guide Read [the detailed guide](references/detailed-guide.md) 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.
COMPATIBILITY & REFERENCES
Platform guidance
Imported SKILL.md format for Claude Code, Codex and Cursor. Review the complete instructions and required tools before use. Package integrity checked; individual agent behavior has not been tested.