• Details of the policy parameterization, surrogate models, and diversity samples. Tables S1-S4, and Figures showing molecular graphs of the MC2R antagonists and convergence of the surrogate model. • A spreadsheet of ranked compound selections for the MC2 Human Melanocortin GPCR Cell Based Antagonist cAMP Assay. • LC-MS profiles for the twelve compounds with concentration response data.