We describe the performance of a sensor system designed for simultaneous detection of multiple chemicals with both broad and narrow absorption features. The sensor system consists of a broadly tunable external cavity quantum cascade laser (ECQCL), multi-pass Herriott cell, and custom low-noise electronics. The ECQCL features a fast wavelength tuning rate of 2265 cm(-1)/s (15660 nm/s) over the range of 1150-1270 cm(-1) (7.87-8.70 mu m), which permits detection of molecules with broad absorption features and dynamic concentrations, while the 0.2 cm(-1) spectral resolution of the ECQCL system allows measurement of small molecules with atmospherically broadened absorption lines. High-speed amplitude modulation and low-noise electronics are used to improve the ECQCL performance for direct absorption measurements. We demonstrate simultaneous detection of Freon-134a (1,1,1,2-tetrafluoroethane), ammonia (NH(3)), and nitrous oxide (N(2)O) at low-ppb concentrations in field measurements of atmospheric chemical releases from a point source.