Multiple instances running on same machine

I have a libplctag app that shows a few datapoints from a PLC. Sometimes I want to run a second instance of that app pointed at a different PLC but the second one doesn't seem to be able to connect. I'm not sure why, tag initialize doesn't throw an exception but afterward tag.initialized is false. 

Is this a limitation you know about or something I can work around?