Qdrant MCP Server

by hadv

371 downloads

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GitHub

About

A Model Context Protocol (MCP) server implementation for RAG

Details

Author: hadv
Downloads: 371
Categories: Database, Knowledge Base

- Supports both Qdrant and Chroma vector databases
- Uses Qdrant's built-in FastEmbed for embedding generation
- Domain knowledge storage and retrieval via API
- Documentation file storage with metadata (PDF and TXT)
- Configurable database selection via environment variables
- Cursor and Claude Desktop integration support

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

Download and install Highlight from highlightai.com/download
Navigate to the plugins tab and select "Add Custom Plugin"
Configure the plugin with the settings below

Plugin Name Qdrant MCP Server

Command (node, npx, python, etc.)

Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
Enable "Start Automatically" if you want the plugin to start when Highlight launches

Setting up with Cursor

Open Cursor's settings
Navigate to the MCP section
Click "Add new Global MCP server"
Copy and paste the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

Setting up with Claude Desktop

Open Claude Desktop's settings
Go to the Integrations tab
Click "Add MCP Server"
Use the configuration below based on your operating system

Note: Make sure Claude Desktop is running before attempting to connect.

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

Setting up with Windsurf

Open Windsurf's preferences
Go to the Integrations section
Click "Add MCP Integration"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

Setting up with Cline

Open Cline's settings
Navigate to the Integrations section
Click "Add MCP Server"
Copy and paste the configuration below based on your operating system

Note: Make sure to restart Cline after adding the configuration.

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

Setting up with Goose

Open Goose's preferences
Go to the Integrations tab
Select "MCP Servers"
Click "Add New Server"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

From the repository

Clone the repository, install dependencies, create a .env file with your database type, URL, API key, and collection name, then build and start the server with npm start. Use the API endpoints /api/store and /api/query for domain knowledge, or run npm run store-doc <file-path> to store documentation files.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "qdrant mcp server": {
            "vito-mcp": {
                "command": "node",
                "args": [
                    "dist/index.js"
                ]
            }
        }
    }
}

McpServers

{
    "vito-mcp": {
        "command": "node",
        "args": [
            "dist/index.js"
        ]
    }
}

Qdrant MCP Server

A server implementation that supports both Qdrant and Chroma vector databases for storing and retrieving domain knowledge.

Features

- Support for both Qdrant and Chroma vector databases
- Configurable database selection via environment variables
- Uses Qdrant's built-in FastEmbed for efficient embedding generation
- Domain knowledge storage and retrieval
- Documentation file storage with metadata
- Support for PDF and TXT file formats

Prerequisites

- Node.js 20.x or later (LTS recommended)
- npm 10.x or later
- Qdrant or Chroma vector database

Installation

1. Clone the repository:

git clone <repository-url>

cd qdrant-mcp-server

2. Install dependencies:

npm install

3. Create a .env file in the root directory based on the .env.example template:

cp .env.example .env

4. Update the .env file with your own settings:

DATABASE_TYPE=qdrant

QDRANT_URL=https://your-qdrant-instance.example.com:6333

QDRANT_API_KEY=your_api_key

COLLECTION_NAME=your_collection_name

5. Build the project:

npm run build

AI IDE Integration

Cursor AI IDE

Create the script run-cursor-mcp.sh in the project root:

```bash
#!/bin/zsh
cd /path/to/your/project
source ~/.zshrc
nvm use --lts

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About

Details

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Setting up with Highlight

From the repository

Claude Desktop / Cursor

McpServers

Qdrant MCP Server

Features

Prerequisites

Installation

AI IDE Integration

Cursor AI IDE

Install

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