Type: CODE is not supported yet. There is no way you can search the code using graphql right now.
Your understanding is right. Just that you are missing one piece.
The search you are doing is happening against the type: REPOSITORY.
if you replace your search with
search(query: "beef", type: REPOSITORY, first: 10) {
you will get all the repos having beef in their name.