McHugh has an older brother, Conner McHugh, who is also a competitive swimmer specializing in breaststroke events and who swam collegiately for the Minnesota Golden Gophers.Shaw, Mike (February 27, 2018). "Conner McHugh swims to NCAA's second-best breaststroke time for Minnesota". Green Bay Press-Gazette. Retrieved January 30, 2022.
