McElveen is a surname. Notable people with the surname include:
- Bubba McElveen (1928–2006), American politician
- Jermaine McElveen (born 1984), Canadian football player
- Joe McElveen (born 1946), American politician
- Pryor McElveen (1881–1951), American baseball player
- Thomas McElveen, American politician