A self-describing digital asset carries its meta-data along with it. When building distributed enterprise AI solutions, having a catalog of self-describing assets can be very valuable. In this talk, we would describe an open-source community effort to create a catalog of such assets, and discuss the various use-cases that such a catalog can enable. We would also provide an overview of the Enterprise Neuro-System Group which is supporting the creation of this technology in its quest to enable enterprise AI Solutions.