The communication within the MAP is based on JSON (JavaScript Object Notation) schemas, which are registered with FINALES and allow for the validation of submitted data structures. The overall schema design is developed to be problem-agnostic, allowing it to accommodate several capabilities, going beyond the specific implementation relevant for the optimisation of electrolyte formulations that we demonstrate in this study. The JSON schemas developed for this study are detailed in section 4.2.