I second all the comments about GraphQL not being a graph query language.
But we must agree that 90% of the quries we run on a graph database could be modelized with GraphQL.
(retrieve nodes of a given type plus some of their properties).
For the 10% other percent, Gremlin or SPARQL are then the way to go.