McRae is a surname. Notable people with the surname include:
Alister McRae, British rally champion
Alexander Duncan McRae, Canadian businessman, Army general, MP, senator and farmer
Brian McRae, Major League Baseball player
Bruce McRae, American early actor
Chann McRae, American road bicycle racer
Donald McRae (disambiguation), various people
Carmen McRae, jazz singer
Colin McRae (1968–2007), 1995 world rally champion
Dandridge McRae, American Civil War general
Graham McRae, racing driver
Hal McRae, Major League Baseball manager and player
Jimmy McRae, British rally champion
Jordan McRae, American basketball player
Mike McRae, American long jumper
Mike McRae (baseball), Canadian college baseball coach
Shaun McRae, Australian rugby league coach
Thomas Chipman McRae, United States House of Representatives and the 26th Governor of Arkansas
Tim McRae, Olympic weightlifter for the United States
Tom McRae, British singer-songwriter
Wally McRae, American cowboy poet