milvus-io/milvus-model

The LangChain wrapper of Milvus vector database for efficient vector search, full-text search, hybrid retrieval and RAG.

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

Model Context Protocol Servers for Milvus

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

Python client for Qdrant vector search engine

Voyage AI Official Python Library

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

A high performance Vector Database leveraging parallel graph computing