qdrant/mcp-server-qdrant
An official Qdrant Model Context Protocol (MCP) server implementation
Overview
qdrant/mcp-server-qdrant is a Python MCP server licensed under Apache-2.0. An official Qdrant Model Context Protocol (MCP) server implementation Topics: claude, cursor, llm, mcp, mcp-server, semantic-search, windsurf.
Ranked #2588 out of 25632 indexed tools.
Has 1,273 GitHub stars.
Ecosystem
Python Apache-2.0
claudecursorllmmcpmcp-serversemantic-searchwindsurf
Signal Breakdown
Stars 1,273
Freshness 1mo ago
Issue Health 20%
Contributors 8
Dependents 7
Forks 239
Description Good
License Apache-2.0
How to Improve
Description low impact
Freshness high impact
Issue Health high impact
Matched Queries
From the README
# mcp-server-qdrant: A Qdrant MCP server
> The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that enables
> seamless integration between LLM applications and external data sources and tools. Whether you're building an
> AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to
> connect LLMs with the context they need.
This repository is an example of how to create a MCP server for [Qdrant](https://qdrant.tech/), a vector search engine.
## Overview
An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine.
It acts as a semantic memory layer on top of the Qdrant database.
## Components
### Tools
1. `qdrant-store`
- Store some information in the Qdrant database
- Input:
- `information` (string): Information to store
- `metadata` (JSON): Optional metadata to store
- `collection_name` (string): Name of th Read full README on GitHub →
Are you the maintainer? Claim this listing