Whenever I create new service desk project it needs to be assigned to all some particular schemes which I have configured?
Unfortunately yes. Whenever you create a new Service Desk project JIRA automatically creates new schemes.
Your other option is to create a project using the JIRA default project type and then assign your custom schemes to the project. This way you can avoid the new schemes being created for each project.
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