Skip to main content
Glama
Sign In
enesjakozh

MCP Server for Qdrant

by Jimmy974
GitHub
  • Linux
  • Apple
OverviewInspectNewSchemaRelated ServersReviewsScore
Need Help?View Source CodeReport Issue

Integrations

  • Enables configuration of the server through environment variables stored in .env files, supporting settings for connection details and model parameters.

  • Provides containerization support for running the MCP server in isolated environments, with Docker Compose configuration included for easy deployment.

  • Supports installation from source using Git for developers who want to modify or contribute to the codebase.

MCP Server for Qdrant

A Machine Control Protocol (MCP) server for storing and retrieving information from a Qdrant vector database.

Features

  • Store text information with optional metadata in Qdrant
  • Semantic search for stored information
  • FastEmbed integration for text embeddings
  • Environment-based configuration
  • Docker support

Installation

Using pip

pip install mcp-server-qdrant

From source

git clone https://github.com/your-org/mcp-server-qdrant.git cd mcp-server-qdrant make setup

Configuration

Configuration is done through environment variables. You can create a .env file based on the .env.example file:

cp .env.example .env

Edit the .env file to configure the server:

# Qdrant configuration QDRANT_URL=http://localhost:6333 QDRANT_API_KEY=your-api-key # Collection name COLLECTION_NAME=memories # Embedding provider configuration EMBEDDING_PROVIDER=fastembed EMBEDDING_MODEL=sentence-transformers/all-MiniLM-L6-v2

Usage

Running locally

python -m mcp_server_qdrant.main

Or using the make command:

make run

Docker

docker-compose up

Tools

The MCP server provides the following tools:

qdrant-store

Stores information in the Qdrant database.

information: The text to store metadata: Optional JSON metadata to associate with the text

qdrant-find

Searches for information in the Qdrant database using semantic search.

query: The search query

Development

Testing

make test

Formatting

make format

Linting

make lint

Building

make build

License

Apache License 2.0

This server cannot be installed

-
security - not tested
F
license - not found
-
quality - not tested

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

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

  1. Features
    1. Installation
      1. Using pip
      2. From source
    2. Configuration
      1. Usage
        1. Running locally
        2. Docker
      2. Tools
        1. qdrant-store
        2. qdrant-find
      3. Development
        1. Testing
        2. Formatting
        3. Linting
        4. Building
      4. License

        Related MCP Servers

        • mcp-server-qdrantofficial

          qdrant
          A
          security
          A
          license
          A
          quality
          This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
          Last updated -
          2
          448
          Python
          Apache 2.0

        • 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.
          Last updated -
          14
          74
          JavaScript
          Apache 2.0
          • Apple

        • mcp-memory-libsql

          spences10
          A
          security
          A
          license
          A
          quality
          A high-performance MCP server utilizing libSQL for persistent memory and vector search capabilities, enabling efficient entity management and semantic knowledge storage.
          Last updated -
          6
          78
          49
          TypeScript
          MIT License

        • MCP Memory LibSQL

          joleyline
          A
          security
          A
          license
          A
          quality
          A high-performance, persistent memory system for the Model Context Protocol (MCP) providing vector search capabilities and efficient knowledge storage using libSQL as the backing store.
          Last updated -
          6
          78
          1
          TypeScript
          MIT License
          • Linux

        View all related MCP servers

        Appeared in Searches

        ID: yu3n10m4sr