I know you might still be stuck because of the JPD project permissions, but now you should also know about the Create Issue Meta Endpoint Deprecation.
With a couple new endpoints to help fill in the gap, there is an endpoint for “issue types by project”:
Get create metadata issue types for a project: fetches all Issue Types for a specific Project; it will support pagination on the Issue Types, but not include expanded fields