better-qdrant-mcp-server

better-qdrant-mcp-server

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Better Qdrant MCP Server is a Model Context Protocol server that extends Qdrant vector database features. It facilitates collection management, document addition, and semantic searches, supporting various embedding services.

Better Qdrant MCP Server

A Model Context Protocol (MCP) server for enhanced Qdrant vector database functionality. This server provides tools for managing Qdrant collections, adding documents, and performing semantic searches.

Features

  • List Collections: View all available Qdrant collections
  • Add Documents: Process and add documents to a Qdrant collection with various embedding services
  • Search: Perform semantic searches across your vector database
  • Delete Collection: Remove collections from your Qdrant database

Supported Embedding Services

  • OpenAI: Requires an API key
  • OpenRouter: Requires an API key
  • Ollama: Local embedding models
  • FastEmbed: Local embedding models

Requirements

  • Node.js >= 18.0.0
  • A running Qdrant server (local or remote)
  • API keys for the embedding services you want to use

License

MIT