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.

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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.