McCorvey is a surname. Notable people with the surname include:

Everett McCorvey, American classical tenor, teacher, impresario, conductor, and producer Kez McCorvey (born 1972), American football player Norma McCorvey (1947–2017), American activist Woody McCorvey, American football coach and administrator