The player who holds the most Olympic medals for swimming is Michael Phelps. Over his Olympic career, he amassed a total of 28 medals, including 23 gold, making him the most decorated Olympian of all time. Phelps' dominance in the pool and his remarkable performances across different styles solidified his legacy as one of the greatest athletes in Olympic history.