GraphQL can in fact be a graph query language -- my company has built and open-sourced a tool that makes that possible. Here's a blog post that describes how it works: https://blog.kensho.com/compiled-graphql-as-a-database-query...

If you want to try it out:

  pip install graphql-compiler