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Selfhostable alternative to last.fm
(sh.itjust.works)
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You'll need some kind of database if you want recommendations... Listenbrainz's data is open, so you might find some self-hosted service that uses that database and local history for recomendations, but... why not just contributing your scrobbles to that awesome project?
They do require an email for signup, but IMO they are trustworthy and you can just use some anonymous email if it's important to you to really stay anonymous.