The record for the most Olympic gold medals in history is held by Michael Phelps. The American swimmer has earned a remarkable total of 23 gold medals across four Olympic Games from 2004 to 2016. His accomplishments have set a high benchmark in the world of sports, showcasing his legendary talent and dedication to swimming, making him an iconic figure in Olympic history.