John McConnell Rice (February 19, 1831 – September 18, 1895) was a United States representative from Kentucky. He was born in Prestonsburg, Kentucky where he received a limited schooling. He graduated from a Louisville, Kentucky law school in 1852, was admitted to the bar in 1853, and commenced practice in Pikeville, Kentucky.