I have been using Zotero for a while and syncing my library directory with Syncthing, even though they say not to (no problem in 7 years including PhD and job).
If you want something even more minimalist, it is possible with the command line too, , which is the approximate setup I’m currently using in my pharma job.
I use Zotero, which is open source, and sync it between my devices using syncthing. I know this may not be considered self-hosted by some, but it does put you in charge of your data.
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