Qdrant Retrieve
Enables semantic search across multiple document collections using Qdrant vector database integratio...
Log in to your Qdrant Dashboard or Server
- Access your Qdrant Cloud account at https://cloud.qdrant.io/, or, if self-hosted, access your Qdrant server’s admin/configuration interface.
Navigate to the API Keys Section
- In Qdrant Cloud, go to your project or cluster.
- Open the “API Keys” tab or section (may be listed under “Access,” “Security,” or “Settings”).
Generate a New API Key
- Click on “Create API Key,” “Generate Key,” or similar.
- Choose appropriate permissions (typically, “Read/Write” or the permissions needed for the MCP server to access collections and perform semantic searches).
Copy the API Key
- After creation, copy the API key shown. It will only be displayed once.
Add the API Key in FastMCP
- Click the “Install Now” button for the Qdrant integration in your FastMCP interface.
- In the connection setup form, locate the field for
QDRANT_API_KEY. - Paste the API key you copied from the Qdrant dashboard.
Enter the Qdrant URL (if needed)
- If your Qdrant server is not running at the default URL (
http://localhost:6333), enter the correct value forqdrantUrlin the connection form.
- If your Qdrant server is not running at the default URL (
Save and Test the Connection
- Confirm and save your configuration.
- Optionally, test the integration to ensure the MCP server can access Qdrant successfully.
Quick Start
Choose Connection Type for
Authentication Required
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Run MCP servers without
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Configure Environment Variables for
Please provide values for the following environment variables:
started!
The MCP server should open in . If it doesn't open automatically, please check that you have the application installed.
Copy and run this command in your terminal:
Make sure Gemini CLI is installed:
Visit Gemini CLI documentation for installation instructions.
Make sure Claude Code is installed:
Visit Claude Code documentation for installation instructions.
Installation Steps:
Configuration
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