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The marvin command is installed with the package.

Process stdin

x supports extract, cast, and generate. Disable the default console handler when you need JSON output for a pipeline.
extract -t int returns a list of integers; generate -t str -n 3 returns a list of three strings. Do not use list[int] unless you want each extracted item to be a list. x does not support DEBUG logging. Use an ordinary log level such as INFO.

Configuration and database

See configuration and database migrations. MARVIN_AGENT_MODEL selects the model; there is no MARVIN_AI_PROVIDER setting. To preview documentation from a source checkout, use the command in the docs README.