After adding the keyword to the quick search bar, the URL bookmarked is
https://mangadex.org/?=1&quick_search_input=%s
where it should be
https://mangadex.org/quick_search/%s
(don't know if this is a quirk of the site or on how Firefox detects the search URLs)