Researchers describe a new means of searching vast repositories of compounds produced by microbes. By analyzing the mass spectra of the compounds, they were able to identify known compounds within the repository and eliminate them from further analysis, focusing instead on the unknown variants that might potentially be better or more efficient antibiotics, anticancer drugs or other pharmaceuticals.