When Qdrant is deployed behind a reverse proxy with a path prefix (e.g. https://myhost.com/qdrant), the current code passes the full URL to AsyncQdrantClient(location=...). The Qdrant Python client interprets this as a host and attempts to connect on port 6333, ignoring the path — causing a ConnectTimeout.
The fix is to parse the URL, extract the path as a prefix parameter, and pass it along with the correct port to AsyncQdrantClient.
This is a common deployment pattern (Kubernetes ingress, Nginx reverse proxy, Traefik, etc.).
