Pineville is a home rule-class city in Bell County, Kentucky, United States. It is the seat of its county. The population was 1,732 as of the 2010 census. It is located on a small strip of land between the Cumberland River and Pine Mountain.

Bell County is a county located in the southeast part of the U.S. state of Kentucky. As of the 2020 census, the population was 24,097. Its county seat is Pineville and its largest city is Middlesboro. The county was formed in 1867, during the Reconstruction era from parts of Knox and Harlan counties and augmented from Knox County in 1872. The county is named for Joshua Fry Bell, a US Representative. It was originally called "Josh Bell", but on January 31, 1873, the Kentucky legislature shortened the name to "Bell",