The person who has won the most career Olympic medals is Larissa Latynina. She is a soviet gymnast and has won 188 Olympic medals in all. Michael Phelps has won the most Olympic gold medals at 14. The United States is the country with the most Olympic medals. They have won a total of 2514 medals in all of the games combined. The Soviet Union is second with 1204 medals in all.