Pryorsburg (also Pryors)[2] is an unincorporated community and census-designated place (CDP) in Graves County, Kentucky, United States.

[3] As of the 2010 census the population was 311.

[4] The community is located along U.S. Route 45, 6 miles (10 km) southwest of Mayfield, the county seat.

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