This talk will summarize JPL’s effort on development of a compact, broadband optical frequency combs in the 3-5 μm wavelength range and its integration into a multi-heterodyne comb spectroscopy system. The prospects for selective and simultaneous interrogation of multiple absorption features will be also discussed.