When studying aspects of the World Wide Web (hereinafter "Web") using network analysis tools and techniques, building networks for analysis can be tedious, time-consuming, and error-prone. The UrlNet library, written in the Python scripting language, is intended to provide a powerful, flexible, easy to use mechanism for generating such networks.