cli-creator

Agent-first CLI tools use decorator-based auto-discovery to enforce strict JSON output and schema validation, making commands easily consumable by autonomous agents. This approach standardizes automated command registration and semantic error handling within the runtime.

Decorator-based auto-discovery is a pattern that standardizes CLI creation by automatically registering native runtime commands. It eliminates manual registration by applying decorator contracts that the runtime scans to build help documentation and commands.

Building task queue command groups requires applying the decorator-based implementation pattern to generate natively integrated commands. This enforces CI-driven pagination and strict schema validation for administrative tools managing system resources.

Yes, the Ravi runtime supports automated help documentation by standardizing command creation through decorator contracts. This ensures generated administrative tools maintain consistent help docs alongside CI-enforced JSON output.

The best way to refactor standalone binaries for agent-first output is applying decorator-based auto-discovery to enforce strict JSON support and actionable error handling. This standardizes domain-specific binaries within the runtime ecosystem.

CLI commands fail CI-enforced validation when they do not strictly adhere to the required decorator contracts for JSON output and pagination. Applying the standardized auto-discovery pattern ensures commands meet these strict runtime schema requirements.