Muñagorri is a Spanish surname. Notable people with the surname include:
Fernando Muñagorri (1907–1959), Spanish sprinter (1794–1841), Spanish politician and military man José María Muñagorri (1902–1968), Spanish footballer (born 1965), Spanish chef and sommelier