Any testing tool or framework supporting multiple RPC protocol to test different component

I just wanted to know whether there is any testing tool or framework (Open-source preferred) available to test multiple type of APIs of component or module.

In case there is no such things currently available, if someone can suggest how to address this problem (Design)?

Hope I am clear!