Ask HN: Is there an open sourced Unsupervised Representation Learning tool?

I'm working in Disentangling Representations, and I was wondering if there was a sort of drop in or self deployable tool that has some automated system for finding the best representations in some unstructured data?

The idea is that I could then feed these representations to some other learning pipeline.

If it doesn't exist, should we try building it?