A system and method for discovering interfaces in a network is provided wherein a remote system is configured to discover by connecting to plurality of servers, and intelligently stitching together interfaces that exist between different applications. The remote system is configured to identify these interfaces through message queue servers in the network and their queue managers. Further, stitching together the interfaces is done based upon the hops that a message performs from one system to its target application using message queues. Interface name is created by reading message header, applications involved and queue properties. The system capabilities also include tracking the usage of interfaces based on the traffic that is flowing through them. The system provides a repeatable process to obtain accurate repository of interfaces.