Replicable genetic packages and collections thereof that display various
compounds are provided. In some instances, the replicable genetic packages include
nucleic acid tags that serve to record a characteristic of the compound or compounds
that are attached to the replicable genetic package. The invention further provides
a number of different methods for using the replicable genetic packages to screen
a library of compounds for a desired biological activity.