This narrative review examines the pathophysiological links between DM and stroke and summarizes recent clinical evidence on the efficacy of GLP-1 RAs and dual GLP-1/GIP receptor agonists (GLP-1/GIP RAs) in stroke prevention and management. The gene discussed is GIP; the disease is Stroke.