How to run multiple AWS services with moto_server

I am trying to run integration tests against AWS services, to do this I choose moto. Because I am doing this under Java, I wanted to run moto_server, and execute these tests against this mock. The problem I have is that moto_server allows only one service to be mocked. And I need a couple of them. I can lunch moto_server instance per service, but this way it will not share state (like EC2 instances or IAM roles). Is there another way I can mock more than one service with moto_server?