AI-Native CLI Spec

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Standardizes the design of command-line tools to ensure they are safe, predictable, and fully machine-readable for AI agents.

The AI-Native CLI skill provides a comprehensive framework of 98 rules specifically designed to transform traditional command-line tools into robust interfaces for AI agents. By enforcing a JSON-first output strategy, structured error handling, and a tiered certification model (Agent-Friendly, Agent-Ready, and Agent-Native), it bridges the gap between human-centric terminal apps and automated AI workflows. This skill is essential for developers looking to build or retrofit CLI tools that agents like Claude can reliably invoke, parse, and troubleshoot without the pitfalls of inconsistent formatting or interactive prompts.

主な機能

0198-rule design specification for machine-first CLI development
02Three-tier certification model for incremental agent-readiness
03132 GitHub stars
04Default JSON output mode for seamless agent parsing and integration
05Comprehensive safety guardrails to prevent path traversal and secret leakage
06Standardized self-description via the agent/ directory convention

ユースケース

01Retrofitting legacy CLI tools to be compatible with AI agent automation pipelines
02Building new developer tools designed for LLM-driven execution and discovery
03Auditing CLI tools for compliance with safety and structured output standards