 Fort Leavenworth was located outside the city limits until its territory was annexed by the city on April 12, 1977.In 2008, an underground series of "vaults" was found in the city, apparently built during the late 19th century.Leavenworth is located at (39.3111112, −94.9224637) at an elevation of 840 feet (256 m).