McCargo is a surname. Notable people with the surname include:
Aaron McCargo, Jr. (born 1971), American chef Brian McCargo, Northern Irish police officer Duncan McCargo, British academic John McCargo (born 1983), American football player Marian McCargo (1932–2004), American tennis player and actor Thomas McCargo (–aft. 1854), American slave trader