Robert of Gloucester may refer to one of two persons prominent in medieval England:

Robert, 1st Earl of Gloucester ( 1090 – 1147), major figure during the Anarchy and supporter of Empress Matilda against King Stephen Robert of Gloucester (historian) ( c. 1260 – c. 1300), chronicler of early English history