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I forgot that you needed the custom Makefile in ROS:

http://www.ros.org/wiki/rospy_tutorials/Tutorials/Makefile for more information (why is there's no cpp version, i dunno)

More specifically, your Makefile needs to be:

include $(shell rospack find mk)/cmake.mk

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