To implement dense, optically addressable quantum memory with stoichiometric compounds, finding environmentally stable materials with controlled or minimal defect chemistry remains critical. The diversity of Eu 3+ stoichiometric systems, though, necessitates datadriven approaches to finding promising candidates. This work demonstrates a pathway to accurate stability predictions and provides a new set of compounds to prioritize in future studies.