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Yes, you can convert the unscoped token to scoped token.

If you are using v2, then check this http://developer.openstack.org/api-ref-identity-v2.html. Basically instead of sending username/pwd , you will be sending unscoped token and tenant name to get a token scoped for the tenant. Similar concept exists in v3 too, just the request format is bit different

BTW horizon does that too. When you login you will be getting unscoped token, after that horizon will scope it to default tenant or some tenant