Historically, Boswellia resin, commonly known as frankincense, has been used for a variety of applications, including medicinal purposes and in religious ceremonies. These practices continued into the modern era, in which the trade of resin has increased dramatically. The genus Boswellia contains many species that are not currently protected by the Convention on International Trade in Endangered Species of Wild Fauna and Flora (CITES), but research has found that some of these populations are predicted to decrease by 50 % in the next two decades due to overexploitation (Bongers et al., 2019). This highlights the need for a method that can identify Boswellia resins. In this research, resin from nine different species of Boswellia were collected and analyzed in positive ion mode by Direct Analysis in Real Time Time-of-Flight mass spectrometry (DART TOFMS) by dissolving the resin in methanol to obtain a chemotype devoid of background noise. Chemometric analysis of the data indicated that positive ion spectra from the resins separated the species effectively, indicating that DART TOFMS can be used to identify resins in trade. •Frankincense resins are economically valuable and have deep historical significance.•Overexploitation of Boswellia populations threatens their survival.•Species identification can provide insight on geographic origin.•Determination of commercial frankincense resins can be accomplished using mass spectrometry.