Pope Francis appointed Muhm as auxiliary bishop for the Archdiocese for the Military Services, USA and titular bishop of Capsus on January 22, 2019. On March 25, 2019, Muhm was installed and consecrated by Archbishop Timothy Broglio at the Basilica of the National Shrine of the Immaculate Conception in Washington, D.C.
