MCP Server Qdrant

🚀 MCP Server for Qdrant

An MCP (Machine Control Protocol) server for storing and retrieving information in the Qdrant vector database.

✨ Features

• Store text information with optional metadata in Qdrant.
• Retrieve information with semantic search capabilities.
• Integrate FastEmbed for text embedding.
• Support configuration via environment variables.
• Support Docker containerization.

📦 Installation

Install via pip

pip install mcp-server-qdrant

Install from source code

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

📚 Documentation

Configure the server 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 Examples

Run locally

python -m mcp_server_qdrant.main

Or use the make command:

make run

Run in a Docker container

docker-compose up

Toolset

The MCP server provides the following tools:

qdrant-store

Store information in the Qdrant database.

information: The text content to be stored.
metadata: Optional JSON-formatted metadata associated with the text.

qdrant-find

Find information in the Qdrant database using semantic search.

query: The search query.

🔧 Technical Details

Testing

make test

Code formatting

make format

Code linting

make lint

Building

make build

📄 License

Apache License 2.0