Described embodiments provide systems and methods for connecting to a server of a plurality of servers. The system may include a device intermediary between a client and a plurality of servers. The device may receive a remote desktop protocol (RDP) request from the client to connect to one of the plurality of servers. The RDP request may include a token. The device may cause a load-balancer of the plurality of servers to modify or remove the token of the RDP request, responsive to presence of a session directory/broker. The device may receive a server redirect packet that indicates a target server identified from the plurality of servers by the session directory, to which the client is to connect. The device may cause the server redirect packet to be modified to cause the client to send a redirected connection request packet for connecting with the target server.