I added initial support for qdrant to my typescript framework today, given what you said it got me curious to try it: https://github.com/axilla-io/ax/pull/47/files Indeed I found that qdrant is nice and easy to setup. I will say that their documentation for typescript is much worse than their python/http client documentation though. Was a bit of a hunt to get this working.