M-IOLITE is a computational suite for the efficient and automatic analysis of GC-MS metabolomic datasets integrating: (a) a standardized repository based on a standardized GC-MS peak library, (2) specialized GC-MS metabolomic data normalization, validation and filtering methods and (3) tool for unknown metabolite peak identification based on metabolic network analysis and visualization.