ZTag is a utility that works in conjunction with ZMap and ZGrab and allows annotating raw scan data with additional metadata (e.g., device models and vulnerabilities) and transforming records. ZTag is used extensively within Censys (https://www.censys.io) to produce the data present in the search engine. However, it can also be run independently with ZMap and ZGrab.