After his playing career, Mueller managed in minor league baseball and coached in the Majors for the Giants (1956), Chicago Cubs (1957) and Cleveland Indians (1966).
Following his playing days, Mueller took on a leadership role in baseball, guiding minor league teams and mentoring top players as a coach for the Giants (1956), Chicago Cubs (1957) and Cleveland Indians (1966).