In this paper, we introduce a web-based molecular sanitization tool for computer generated molecules. Users can share a list of generated molecules in the service and ask for an evaluation of their generative algorithm from a wide range of people. This web-based voting function democratizes the drug discovery research process and may facilitate social drug discovery. In the following chapters, we first describe the problem of molecules generated by popular algorithms from the perspective of medicinal chemists, then introduce the new visualization tools and finally describe the future perspective.