The module is called pybgo.
Documentation soon to come. For some examples, see:
In order to use the GlobalOptimizer class you need to install the pymc branch of our own version of GPy. You can do this by:
pip install git+git://github.com/PredictiveScienceLab/GPy.git@pymc