I was testing a couple of solutions (as I posted earlier) to find a web-based media manager that suits me best. It took four days but finally, I decided to use one.
The winner is the Ampache.
The last battle was fought between Ampache and Subsonic. Subsonic has a great interface but advertisements and needed resources made it less appealing to me.