The pre-defined CI/CD variable CI_JOB_TOKEN is only usable against “certain API endpoints” which does not include the GraphQL API.
GraphQL in pipeline someday – GitLab Forum
The pre-defined CI/CD variable CI_JOB_TOKEN is only usable against “certain API endpoints” which does not include the GraphQL API.