ycmd python instances don't die and accumulate

After experimenting a while with ycmd, the completion is working fine, but I'm seeing the python ycmd process accumulating at my system monitor, there're lots of instances now, a new one is created at each vim start, and none gets closed automatically at anytime. I'm on ubuntu 13.04, python 2.7.4, vim 7.4.