Potter is the only daughter of Philip B.K. Potter (1927-1975), an American diplomat who served in the OSS, and his wife, the former Madeleine Mulqueen Daly (1921-1985). She is also a great-great-granddaughter of Episcopal bishop Alonzo Potter and a great-grand-niece of Episcopal bishop Henry Codman Potter.