Better Qdrant MCP Server

Alternatives to Better Qdrant MCP Server

• LanceDB MCP Server

  RyanLisse

  -

  security

  F

  license

  -

  quality

  Enables efficient vector database operations for embedding storage and similarity search through a Model Context Protocol interface.

  3

  Python

• MCP Qdrant Server with OpenAI Embeddings

  amansingh0311

  -

  security

  F

  license

  -

  quality

  This server enables semantic search capabilities using Qdrant vector database and OpenAI embeddings, allowing users to query collections, list available collections, and view collection information.

  Python

• Chroma MCP Server

  privetin

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.

  17

  Python

  MIT License

• GraphRAG MCP Server

  rileylemm

  -

  security

  A

  license

  -

  quality

  Enables querying a hybrid system that combines Neo4j graph database and Qdrant vector database for powerful semantic and graph-based document retrieval through the Model Context Protocol.

  2

  Python

  MIT License

• MCP-Ragdocs

  qpd-v

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.

  14

  74

  JavaScript

  Apache 2.0

• MCP Server for Qdrant

  Jimmy974

  -

  security

  F

  license

  -

  quality

  A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.