DeepExploit is fully automated penetration tool linked with Metasploit. It identifies the status of all opened ports on the target server and executes the exploit at pinpoint using Machine Learning. DeepExploit consists of the machine learning model (A3C) and Metasploit.
The A3C executes exploit to the target servers via RPC API.
The A3C is developped by Keras and Tensorflow that famous ML framework based on Python. It is used to self-learn exploit’s way using deep reinforcement learning. The self-learned’s result is stored to learned data that reusable.
Metasploit is most famous penetration test tool in the world. It is used to execute an exploit to the target servers based on instructions from the A3C.
DeepExploit has two exploitation modes.
DeepExploit identifies the status of all opened ports on the target server and executes the exploit at pinpoint using Machine Learning.
Brute force mode
DeepExploit executes exploits thoroughly using all combinations of “Exploit module”, “Target” and “Payload” of Metasploit corresponding to user’s indicated product name and port number.
DeepExploit’s key features are following.
DeepExploit can learn how to exploitation by itself (uses reinforcement learning).
It is not necessary for humans to prepare learning data.
Efficiently execute exploit.
DeepExploit can execute exploits at pinpoint (minimum 1 attempt) using self-learned data.
If DeepExploit succeeds the exploit to the target server, it further executes the exploit to other internal servers.
Operation is very easy.
Your only operation is to input one command.
It is very easy!!
Learning time is very fast.
Generally, learning takes a lot of time.
So, DeepExploit uses distributed learning by multi agents.
We adopted an advanced machine learning model called A3C.
Abilities of “Deep Exploit”.
Current DeepExploit’s version is a beta.
But, it can fully automatically execute following actions:
By using our DeepExploit, you will benefit from the following.
They can greatly improve the test efficiency.
The more pentester uses DeepExploit, DeepExploit learns how to method of exploitation using machine learning. As a result, accuracy of test can be improve.
For Information Security Officer:
They can quickly identify vulnerabilities of own servers. As a result, prevent that attackers attack to your servers using vulnerabilities, and protect your reputation by avoiding the negative media coverage after breach.
Since attack methods to servers are evolving day by day, there is no guarantee that yesterday’s security countermeasures are safety today. It is necessary to quickly find vulnerabilities and take countermeasures. Our DeepExploit will contribute greatly to keep your safetyhttps://github.com/13o-bbr-bbq/machine_learning_security/tree/master/DeepExploit