Joseph Merrill Harper (June 21, 1787 – January 15, 1865) was an American physician, banker and Jacksonian politician in the U.S. state of New Hampshire. He served as a member of the United States House of Representatives, the New Hampshire State Senate and the New Hampshire House of Representatives and was acting governor of New Hampshire.