The record for the most Olympic medals won by an individual athlete is held by Michael Phelps, a renowned swimmer. He has won a remarkable total of 28 medals, including 23 golds, throughout his Olympic career. Phelps's achievements have solidified his status as one of the greatest athletes in Olympic history, setting a high standard for future competitors.