 Archer was a descendant of John Archer who came to America from England prior to 1775 and fought for the American cause during the Revolutionary War, receiving a large tract of land in Maine after the War.Gleason Archer was also a Mayflower descendant and wrote several genealogical works.Archer was a member of Park Street Church where he was active in the men's club, serving as president for several years.