The study examines the development and spatio-temporal evolution of China’s multi-level medical insurance system (MMIS) from 2011 to 2020, highlighting improvements in the coupling coordination index (CCI) which rose from a moderate disorder to a well-coordinated degree. The research emphasizes the need for the government to enhance cooperation in health governance and leverage information technology to improve the quality of medical insurance benefits.