agent-native-design Purpose This skill helps analyze, design, and refactor command-line tools so they can reliably serve humans , AI agents , and orchestration systems at the same time. It is not a skill for merely using a CLI. It is a skill for designing and reviewing a CLI as an agent-native interface . The skill focuses on four goals: 1. Make CLI behavior predictable for AI agents. 2. Make CLI output readable and recoverable for humans. 3. Make CLI execution manageable for systems and orchestrators. 4. Define a complete interaction loop from authentication to error routing. --- When to use…