The most successful Olympic gymnast of all time is Larisa Latynina from the Soviet Union. She won a total of 14 Olympic medals across three Games from 1956 to 1964 in various events, showcasing exceptional versatility and skill. Her record remained unmatched for decades and has set a high standard in gymnastics.