Research
Per-framework analysis of how existing CLI frameworks and specifications handle agent-facing concerns.
Frameworks
| Framework |
Language |
Notes |
| argparse |
Python |
Standard library; no agent affordances |
| click |
Python |
Decorator-based; strong ecosystem |
| typer |
Python |
Type-hint-driven click wrapper |
| agentyper |
Python |
Agent-focused typer extension |
| pydantic |
Python |
Schema and validation layer |
| python-fire |
Python |
Auto-CLI from objects |
| clap |
Rust |
Derive macro; strong validation |
| cobra |
Go |
Standard Go CLI framework |
| commander-js |
JavaScript |
Node.js standard |
Specifications & Protocols
| Topic |
File |
| MCP |
Model Context Protocol |
| OpenAPI |
REST schema standard |
Landscape