GitHub GraphQL API Starred Repositories Examples With Pagination
You can play with the GraphQL API live here. It's pretty nice and has autocompletion based on the GraphQL schema.
The first example gets your first 3 starred repos, the cursor values can be used for pagination.
Here's an example response from the first query: