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Is there a bookmark manager that works like KeePass?
(piefed.social)
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If you don't want to keep running a service, yeah it limits your options.
According to this, the Floccus browser addon is not able to (continuously) save to a file due to restrictions on what browser extensions are allowed to do.
However, if you're on Windows of MacOS, it looks like you can use the tool LoFloccus. It hasn't been updated in a couple of years, but the Floccus dev was recommending it only a month ago so maybe it still works?