McVey is a surname. Notable people with the surname include:
Alex McVey, American fine artist and illustratorCal McVey (1849 – 1926), American professional baseball playerCameron McVey (born 1957), English singer-songwriter and music producerDaniel McVey (1892 – 1972), Australian public servantDerek McVey (born 1968) Australian rugby league playerDominic McVey (born 1985), British entrepreneurDuncan McVey (died 2010), New Zealand footballerEsther McVey (born 1967), British Conservative Party politicianGeorge McVey (1865 – 1896), American major-league baseball playerJames McVey (born 1994), member of The VampsLeza McVey (1907 – 1984) American studio potterPatrick McVey (1910 – 1973), American actorRobert McVey (born 1936), American ice hockey playerSam McVey (1884 – 1921), American heavyweight boxerSteve McVey (born 1954), American Christian author and speakerTyler McVey (1912 – 2003), American actorWalter Lewis McVey, Jr. (born 1922), American CongressmanWilliam E. McVey (1885 – 1958), American Congressman