Qdrant Retrieve MCP Server

Alternatives to Qdrant Retrieve MCP Server

• 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

• RagDocs MCP Server

  heltonteixeira

  -

  security

  A

  license

  -

  quality

  Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.

  5

  4

  TypeScript

  Apache 2.0

• 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

• Better Qdrant MCP Server

  wrediam

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server that enables semantic search capabilities by providing tools to manage Qdrant vector database collections, process and embed documents using various embedding services, and perform semantic searches across vector embeddings.

  89

  TypeScript

  MIT License

• Chroma MCP Server

  privetin

  -

  security

  F

  license

  -

  quality

  Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.

  Python