# Qdrant MCP Server

> Qdrant MCP Server integrates Qdrant's vector database with MCP for semantic search and similarity matching in AI workflows. It supports vector embeddings, collections management, and hybrid search combining dense and sparse vectors. Ideal for RAG pipelines, recommendation systems, and knowledge retrieval in agents; offers an open-source, self-hosted alternative to Pinecone MCP.

- **URL:** https://github.com/qdrant/mcp-server-qdrant
- **Category:** Vector & Search MCP Servers
- **Tags:** Vector Database, Semantic Search, Rag, Vector Search, Hybrid Search, Embeddings
- **Updated:** 2026-04-24 00:50
- **Canonical page:** https://mcpserver.ever.works/bg/items/qdrant-mcp-server

## Details

## Overview

Qdrant MCP server for vector search and storage.

## Features

- Vector similarity search
- Semantic search capabilities

## License

Apache-2

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