A method of automatically determining a set of commands that a network device supports comprises the machine-implemented steps of receiving a syntax definition for a command help syntax of a network device; sending a seed command to the network device; receiving and storing a response from the network device; creating and storing information identifying commands that the network device supports, based on the response, in a database of command knowledge; determining and sending to the network device one or more command requests that cause the network device to respond with further information defining supported commands; creating and storing further information identifying additional commands or parameters supported by the network device, based on responses from the network device to the command requests, in the database; and repeating the determining, sending, creating and storing steps until the information in the database represents all commands and parameters that the network device supports.