Today, modern networks have a lot of IP enabled devices (e.g. IP Cameras, IP Printers, IP Phones etc.) connected to facilitate modern organizations requirements and challenges. This puts organization networks security under great risks due to default settings and misconfiguration. This type of threats cannot be discovered easily by regular vulnerability scanning activities while it is easily discovered and utilized by attackers. Therefore, we do deep network scanning to discover networks weaknesses (e.g. open web access for a critical network service) before attackers do.