Agthe is a surname. Notable people with the surname include:
Adam Georg von Agthe (1777–1826), Russian general Adolf Agthe (1863–1941), Norwegian architect Albrecht Agthe (1790–1873), music educator Karl Christian Agthe (1762–1797), German organist and composer Klaus Agthe (born 1930), German-American businessman and author