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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-curate timenet-connectors Producer: run a connector through the pipeline into a registry. Curate & publish.

Both are built with Typer and gate their heavier dependencies behind an extra, so the core package stays small. timenet needs the cli extra (install coming soon); run it without the extra and it prints a one-line install hint instead of a traceback.

Both split their output the same way: status lines on stderr, the machine-readable result (a path) on stdout. --quiet/-q silences the status, and belongs to the tool rather than the subcommand, so it goes first: timenet --quiet list, timenet-curate --quiet build <id>.

Every command reads the same configuration the SDK does. The registry to talk to is resolved as --registry flag (or --out for timenet-curate build), then $TIMENET_REGISTRY, then the local default at <home>/registry. See Configuration for the full set of TIMENET_* variables.

Start with timenet if you want to use datasets, or timenet-curate if you are building one.