Cope spent six years at Arsenal after joining from Notts County for £3,125 in December 1926. He was a regular in his first two-and-a-half seasons at the club. In total he made 76 starts at Arsenal, but missed the club's 1927 FA Cup Final defeat to Cardiff through injury after playing most of the season. He joined Bristol Rovers for £1,500 in July 1933.