Harper County is a county located in the U.S. state of Kansas. Its county seat and most populous city is Anthony. As of the 2020 census, the county population was 5,485. The county was named for Sergeant Marion Harper of the 2nd Kansas Cavalry, who died in battle during the American Civil War.