Carthage is a city in Jasper County, Missouri, United States. The population was 14,378 at the 2010 census. It is the county seat of Jasper County and is nicknamed America's Maple Leaf City.. Carthage is part of the Joplin, Missouri Metropolitan Statistical Area. Jasper County was formed in 1841.