McCreary County is a county located in the U.S. state of Kentucky. As of the 2020 census, the population was 16,888. Its county seat is Whitley City. The county is named for James B. McCreary, a Confederate war soldier and two-time Governor of Kentucky. During his second term as governor, McCreary County was created by the Legislature and was named in his honor.