From 1822, Gurley began to work with the American Colonization Society. Although he was never ordained as a minister, Gurley was also appointed to serve as Chaplain of the United States House of Representatives for the 21st and 22nd Congresses (1829-1833), and again for the 30th and 31st (1847-1851), opening each day's proceedings with a prayer.
