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CLI

TimeNet ships two console scripts, one for each side of the workflow:

Command Ships with Role Mirrors
timenet timenet Consumer: browse a registry and download datasets. The client SDK.
timenet-build timenet-connectors Producer: run a connector through the pipeline into a registry. Build & publish.

Both tools use Typer. They keep their heavier dependencies behind an extra, so the core package stays small. timenet needs the cli extra (pip install 'timenet[cli]'). If you run it without the extra, it prints a one-line install hint instead of a traceback.

Both tools split their output the same way: status lines go to stderr, the machine-readable result (a path) goes to stdout. --quiet/-q silences the status. The flag belongs to the tool, not the subcommand, so it comes first: timenet --quiet list, timenet-build --quiet build <id>.

Every command reads the same configuration as the SDK. TimeNet resolves the registry to use in this order: the --registry flag (or --out for timenet-build build), then $TIMENET_REGISTRY, then the local default at <home>/registry. See Configuration for the full set of TIMENET_* variables.

If you want to use datasets, start with timenet. If you build a dataset, start with timenet-build.