In0ri - Defacement Detection With Deep Learning
In0ri is a defacement detection system utilizing a image-classification convolutional neural network.
Introduction
When monitoring a website, In0ri will periodically take a screenshot of the website then put it through a preprocessor that will resize the image down to 250x250px and numericalize the image before passing it onto the classifier. The core of the classifier is a convolutional neural network that is trained to detect the defacement of a website. If the monitored website is indeed, defaced, In0ri will send out warnings via email to the user.
- Python3 (version >=3.6)
- Docker
- Docker-compose
Installation
Cloning the repository
git clone https://github.com/J4FSec/In0ri.git
cd In0ri
Configuring email credentials to send notifications and agent keys from
Edit the file FlaskApp/sendEmail.py
EMAIL_ADDRESS = "[email protected]"
EMAIL_PASSWORD = "$uper$ecurePa$$word"
Configure Telegram notification
Edit the file chatbot.py
CHAT_ID= 'foo' # Channel ID to send notifications to
TOKEN = 'bar' # Bot token retrieved from @BotFather
Starting In0ri
docker-compose up -d
Usage
There's two ways to deploy and using In0ri:
- Running off crontab by periodically visiting the url.
- Internal agent running off the web server
First Method: URL Check
Visit the WebUI on https://<serverIP>:8080/
and click on "Register" then fill in the form and submit it.
Second Method: Internal Agent
Visit the WebUI on https://<serverIP>:8080/
and click on "Register" then fill in the form and submit it.
Click on "Create Agent" then fill in the form and check your email for the Agent's key.
On the web server that you wants to be monitored by In0ri, download the Agent folder from Github repository
Installing the required packages for the internal Agent
python3 -m pip install watchdog
python3 -m pip install requests
Edit the file config.json
in the same folder as agent
nano config.json
A key
is sent to your email after registering the Agent on the WebUI rootPath
is the root directory of the web application that you want to be monitored exludePath
are the subfolders that you wants excluded from the scans apiServer
is the URL to the API server of In0ri serverIP
is the IP of the API server of In0ri
{
"id":"01",
"key":"123123123",
"rootPath":"/var/www/html",
"excludePath":"",
"apiServer":"http://<serverIP>:8088/checkdeface"
}
And run the Agent:
python3 agent.py
References
Model training is handled by Shu
Authors
In0ri is built by Echidna with the help of Cu64 and Klone.
Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.