Harper County (county code HP) is a county in the U.S. state of Kansas. In 2010, 6,034 people lived there. Its county seat is Anthony. Anthony is also the biggest city in Harper County. The county was named after Sergeant Marion Harper of the 2nd Kansas Cavalry. He died of wounds suffered near Waldron, Arkansas, in December 1863.