Qdrant Docs Rag

Obtain your OpenAI API Key

• Go to the OpenAI platform: https://platform.openai.com/api-keys.
• Log in with your OpenAI account.
• Click on “Create new secret key.”
• Copy the generated API key. You will need this value for OPENAI_API_KEY.

Set up your Qdrant vector database

• If you don’t have a Qdrant instance, deploy one:
  • You can use the managed Qdrant Cloud: https://qdrant.tech/cloud/.
  • Or, run a self-hosted instance: Qdrant Quickstart Guide
• Copy the URL of your Qdrant instance (e.g., https://<your-instance>.qdrant.tech). You will need this value for QDRANT_URL.

Obtain your Qdrant API Key

• If you use Qdrant Cloud:
  • In the Qdrant Cloud interface, open your project.
  • Navigate to the “API Keys” section.
  • Click “Create API Key,” give it a name, and copy the generated API key. Use this for QDRANT_API_KEY.
• If you run a local/self-hosted instance without authentication, you may leave this blank or configure authentication as per the Qdrant documentation.

Fill values in the FastMCP connection interface

• Press the “Install Now” button for the MCP server.
• In the FastMCP connection interface, provide the following values:
  • OPENAI_API_KEY: (the key copied from OpenAI)
  • QDRANT_URL: (the URL to your Qdrant instance)
  • QDRANT_API_KEY: (the key copied from Qdrant Cloud, or leave blank if not required)

Save your changes

• Click “Save” or “Connect” in the interface to apply your configuration.