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We use joowani/python-arango, but I haven't test it with 3.0 yet.

My dream is to see one of these graph databases use NetworkX for the python API and the database for the back end / storage.

That's a pretty cool idea.. Up until know I have used JSON whenever I wanted to use NetworkX. It shouldn't be too complex to connect them.