CLI Reference

The current CLI entry point registers these top-level commands:

• init
• login
• config
• dev
• train
• run
• studio
• data
• doctor
• deploy
• fleet
• registry
• scan
• security
• logs

Common Flows

Create and Start a Project

anveld init warehouse-picker
cd warehouse-picker
anveld dev

Train and Run

anveld train --config training/ppo.yaml
anveld run --config run.yaml

Inspect and Deploy

anveld doctor
anveld deploy --target jetson-fleet
anveld logs --follow

Command Groups

Project Setup

• init
• config
• login
• doctor

Development and Execution

• dev
• train
• run
• studio
• data

Delivery and Operations

• deploy
• fleet
• registry
• scan
• security
• logs

Notes

• studio is a command group and also exposes studio dev for local frontend workflows.
• registry, fleet, security, and scan are grouped commands rather than single leaf commands.
• The CLI is built with Click, and command coverage is expanding alongside the SDK and plugin ecosystem.