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Rosdep resolves to local ROS packages, entries in an active rosdistro, or by using the rosdep rules set
python-pygame works because it's already in the rules: https://github.com/ros/rosdistro/blob/master/rosdep/python.yaml#L1959
If you package is not in that set you need to add a local rosdep rule source or submit one upstream.
You can contribute new rules following this procedure: http://docs.ros.org/independent/api/rosdep/html/contributing_rules.html