We tested methane chemical ionization on 367 trimethylsilylated (TMS) derivatized metabolites using quadrupole time-of-flight detector (QTOF). We developed an algorithm to automatically detect molecular ion species and tested SIRIUS software on how accurate the determination of molecular formulas.