1. A processor-implemented method for automatically creating a software catalog content that includes a plurality of software components associated with a computing system, the method comprising: detecting, by a processor, a new release for a specific software product in a software catalog content manager that manages the plurality of software components associated with the computing system; creating a population comprising a plurality of potential software signatures associated with the plurality of software components based on the detection of the new release for the specific software product in the software catalog content manager, wherein the population comprising the potential software signatures includes a software version, a software release, a software name, and a registry entry; ranking the population comprising the potential software signatures based on a highest ratio value; selecting a set of parent software signatures based on the ranking; creating a new population of potential software signatures based on the selected set of parent software signatures; performing recombination on the new population of potential software signatures, wherein recombination is performed using a mutation operation; and predicting at least one potential software signature from the new population of potential software signatures based on a comparison between the performed recombination and the created new population of potential software signatures.