If I create a new project from scratch and add an EJB, the EJB is created under the service package. But if I am on an already created project and do the same, the EJB is created under the view package.

The example below show how I create a new EJB under the newly created test project which ends up in service package. And then, I cd an already created project (cdbookstore) and the EJB is created under view :

[temp]$ project-new --named test
***SUCCESS*** Project named 'test' has been created.
[test]$ ejb-new-bean --named MyService
***SUCCESS*** EJB has been installed.
***SUCCESS*** EJB org.test.service.MyService created.
[MyService.java]$ cd ~~
[test]$ cd ../cdbookstore/
[cdbookstore]$ ejb-new-bean --named MyService
***SUCCESS*** EJB org.agoncal.training.javaee6adv.view.MyService created.