McClurg is a surname. Notable people with the surname include:
Alexander C. McClurg, American general and publisher Andrew McClurg, American legal scholar Edie McClurg (born 1945), American actor James McClurg (1746–1823), Virginia physician and politician Joseph W. McClurg (1818–1900), American politician Virginia Donaghe McClurg (1857–1931), Regent-General of National Colorado Cliff Dwellings Association
See also A. C. McClurg, an American publishing company McClurg, Missouri, an unincorporated community in the United States McClurg Museum, a museum in New York, United States