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You should probably look here.
We are using pycsw from the ioos binstar/anaconda channel, in a custom conda environment:
conda create -n pycsw python=2.7 pycsw gunicorn
restart the service:
sudo supervisorctl restart pycsw
check that it's running:
http://geoport.whoi.edu/csw?service=CSW&version=2.0.2&request=GetCapabilities