Systems and methods are described for receiving an input binary file, extracting character string information from the input binary file, defining search parameters to include a software name and associated software version as a name-version pair, applying the search parameters to the extracted character string information to detect instances of the name-version pair, and querying a vulnerability database based on the name-version pair to identify a vulnerability in the input binary file.