Thanks Venus,
Are the Admin Tools work on the organizational item?
I couldn't find Items outside of my organizational account.
Other thing is that the Item Type list is missing some types (probably needs update according to the AGOL supported Item Type list here).
Anyways, Kelly Gerrow's answer made the trick.