New psychoactive substances (NPS) have become a serious public health problem, as they are continuously changing their structures, modifying their potency and effects on humans, and therefore novel compounds are unceasingly appearing. One of the major challenges in forensic analysis, particularly related to the problematic of NPS, is the development of fast screening methodologies that allow the detection of a wide variety of compounds in a single analysis. In this study, a novel application of the atmospheric solids analysis probe (ASAP) using medical swabs has been developed. The swab-ASAP was coupled to a triple quadrupole mass analyzer working under data-dependent acquisition mode in order to perform a suspect screening of NPS in different types of samples as well as in surfaces. The compounds were automatically identified based on the observed fragmentation spectra using an in-house built MS/MS spectra library. The developed methodology was applied to the identification of psychoactive substances in research chemicals and herbal blends. The sensitivity of the method, as well as its applicability for surface analysis, was also assessed by identifying down to 1 µg of compound impregnated into a laboratory table. Another remarkable application was the identification of cathinones and synthetic cannabinoids in the fingers of potential consumers. Interestingly, our data showed that NPS could be identified in the fingers after being in contact with the product and even after cleaning their hands by shaking off with a cloth. The methodology proposed in this paper can be applied for routine analyses of NPS in different matrix samples without the need to establish a list of target compounds prior to analysis.