I cannot find an application that should be listed in the Software Center app.
The Software Center is periodically updated with new applications. Missing apps indicate the Software Center has not been updated yet.
The Software Center can be updated manually via two methods: 1) forcing the scheduled task to run; or 2) running the machine policy retrieval.