I was unable to find an existing RPC client library for C++ so I created a simple library that does what I need it to do for my own projects.
https://github.com/bytemaster/cpp_bitcoin_rpcIf I missed something already built into Bitcoin then perhaps someone could point it out here.
The library is a work in progress, I will be adding additional methods as I need them.