Robert McClure (1807–1873) was an Irish explorer of the Arctic.

Bob or Rob or Robert McClure may also refer to:

Robert A. McClure (1897–1957), American soldier and psychological warfare specialist Robert B. McClure (1896–1973), American soldier Robert Baird McClure (1900–1991), Canadian physician and Christian missionary Bob McClure (Robert Craig McClure, born 1952), Major League Baseball pitcher Bob McClure (footballer) (Robert Johnstone "Bluey" McClure, 1925–2003), Australian rules footballer Bob McClure (1920s pitcher) (1891–1931), American Negro leagues baseball player nicknamed "Big Boy" Bob McClure (politician) (John Robert McClure, 1913–1983), Australian politician Rob McClure (Robert "Rob" McClure, born 1982), American actor