McCluggage is a surname. Notable people with the surname include:

Andy McCluggage (1900–1954), Irish footballer Denise McCluggage (1927–2015), American racing driver Hugh McCluggage (born 1998), Australian rules footballer Kerry McCluggage (born 1954), American television executive