Loup County is a county in the U.S. state of Nebraska. As of the 2020 United States Census, the population was 607, making it Nebraska's fifth-least populous county and the tenth-least populous county in the United States. Its county seat is Taylor. The county was named after the Pawnee Loup Indians.