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 this skill