Flynn received the Herbert P. Broida Prize in Chemical Physics (2003) of the American Physical Society, as well as the E. Bright Wilson Award in Spectroscopy and the Irving Langmuir Prize in Chemical Physics of the American Chemical Society. He was elected a fellow of the American Academy of Arts and Sciences (1997) and the National Academy of Sciences (2001).