Optical frequency combs based on nonlinear parametric conversion in microresonators have been recently developed. We are working towards all-optical stabilization of microresonator frequency combs (microcombs) to the Doppler-free transitions of atomic Rb. Microcombs have applications in the development of chip-sized atomic clocks. Supported by NSF, NIST, DARPA, and NRC.