In the 1912 Summer Olympics he finished sixth in the two handed discus throw competition, just behind fellow Irish American Athletic Club member and US Olympic team mate James Duncan, who won the bronze medal in the one-handed discus throw that year. Muller also participated in the discus throw event and finished twelfth.