What kind of visa are you in Qatar now? if on visit you can get a temp license from Madinat Khalifa Traffic dept, if on employment visa: once your RP stamping process is over you can get a permanent license from the same dept. You need to fill an application form available in typing centers and might require an NOC letter from your sponsor (read recently that now its not required, not sure) you has to do an eye test.