Comment by andre-z

Qdrant lib project https://github.com/tyrchen/qdrant-lib, Qdrant SDK has also support for local mode, which means embeddable https://github.com/qdrant/qdrant-client Or just use FAISS https://github.com/facebookresearch/faiss