McCahey is an Anglicized form of Irish Gaelic surname "Mac Eachaidh". Notable people with the surname include:

Brendan McCahey (born 1976), Irish singer-songwriter Joe McCahey (1888–1917), American jockey Mike McCahey (born 1954), American fencer

See also McGaughey McCaughey