Metagraph is an experimental library designed to glue together a fragmented world of graph libraries. However, Metagraph extends Dask in ways that have broader potential. This talk will explore the components of Metagraph: a multiple dispatch system, a data translation system, and a plugin-based DAG compiler. These ideas will motivate a wishlist of possible enhancements to the Dask core.