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The first requirement is to install the plugin FindBugs-IDEA.
IntelliJ need to be restarted after the installation.
The last step is to activate the security rules by checking the Find Security Bugs entry (which comes builtin).
Scanning your code
Right-click on the project you are targeting : FindBugs > Scan Analyze Project Files
That was easy !