pylabrobot

You can coordinate diverse lab automation devices across vendors by using a backend-agnostic API that bridges multi-device workflows, enabling liquid handlers, plate readers, and pumps to operate together seamlessly.

Yes, you can simulate and test lab automation workflows offline. The system provides simulation backends and visualization tools that enable protocol development, validation, and CI/CD testing without requiring physical Opentrons OT-2 devices.

The best way to manage deck layouts for Hamilton STAR liquid handlers is by using rich resource and deck management features to model plates, racks, and labware with precise physical locations before initializing the system.

Yes, the API supports integrating incubators and pumps. It orchestrates multi-device experiments that bridge liquid handling with plate readers, incubators, and pumps across Hamilton STAR, Opentrons OT-2, and simulation backends.

To set up a liquid handler, instantiate it with your chosen backend, such as a STAR backend and STARLetDeck, then call the setup method to initialize the system and begin automating your multi-device laboratory workflows.

While backend-agnostic APIs unify diverse devices like Hamilton STAR and Opentrons OT-2, limitations may include dependencies on specific backend feature support and the complexity of accurately modeling custom labware resources across varying hardware platforms.