COMOB (COntaminat MOnitoring in Buildings), a MATLAB toolbox which encapsulates the CONTAM computational engine for generating multiple data sets by varying different building parameters. State-of-the-art algorithms for sensor placement, detection and isolation of contaminant sources are also incorporated into the COMOB toolbox.