This study finds that improvements in medical service fairness and efficiency significantly promote common prosperity in China, with medical efficiency having a more pronounced effect. However, the relationship between medical efficiency and common prosperity is inverted U-shaped, meaning excessive efficiency gains can hinder prosperity when government participation exceeds 1.4% of GDP. Government participation plays a critical moderating role, and policymakers must balance medical equity and efficiency to avoid diminishing returns.