McVey is a surname. Notable people with the surname include:
Alex McVey, American fine artist and illustrator
Cal McVey (1849 – 1926), American professional baseball player
Cameron McVey (born 1957), English singer-songwriter and music producer
Daniel McVey (1892 – 1972), Australian public servant
Derek McVey (born 1968) Australian rugby league player
Dominic McVey (born 1985), British entrepreneur
Duncan McVey (died 2010), New Zealand footballer
Esther McVey (born 1967), British Conservative Party politician
George McVey (1865 – 1896), American major-league baseball player
James McVey (born 1994), member of The Vamps
Leza McVey (1907 – 1984) American studio potter
Patrick McVey (1910 – 1973), American actor
Robert McVey (born 1936), American ice hockey player
Sam McVey (1884 – 1921), American heavyweight boxer
Steve McVey (born 1954), American Christian author and speaker
Tyler McVey (1912 – 2003), American actor
Walter Lewis McVey, Jr. (born 1922), American Congressman
William E. McVey (1885 – 1958), American Congressman