Sustained Mars exploration requires in situ synthesis of vital chemicals such as oxygen. Now a data-driven platform for synthesizing oxygen-producing electrocatalysts from Martian meteorites using robotics and artificial intelligence is developed, allowing automated screening of the optimal catalyst formula. This approach demonstrates materials discovery under challenging circumstances and without human intervention.