Systems and methods for generating a semantic description of operations between network agents. In an embodiment, packet-level traffic between two or more network agents is captured. The packet-level traffic is bundled into one or more messages, wherein each message comprises one or more elements. For each of the messages, the elements of the message are matched to one or more attributes, and the message is decoded into message data based on the matched attributes. The message data is then used to generate a semantic description of operations between the network agents.