Better Qdrant
Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embe...
- Obtain your Qdrant server URL and (if required) API key
- If you are using a local Qdrant server, the URL is typically
http://localhost:6333. - For remote Qdrant or managed cloud service, log in to your Qdrant host/provider and locate the HTTP endpoint and API key (if your deployment requires it).
- If you are using a local Qdrant server, the URL is typically
- (If using OpenAI for embeddings) Get your OpenAI API key
- Go to https://platform.openai.com/api-keys.
- Log in with your OpenAI account.
- Click "Create new secret key" and copy the token.
- (If using OpenRouter for embeddings) Get your OpenRouter API key
- Go to https://openrouter.ai/keys.
- Log in with your OpenRouter account.
- Click "Create Key" and copy the token.
- (If using a local Ollama instance for embeddings)
- Ensure Ollama is installed and running locally. By default, the endpoint is
http://localhost:11434. - No API key is needed for local Ollama.
- Ensure Ollama is installed and running locally. By default, the endpoint is
- Fill in the FastMCP connection interface
- Click the "Install Now" button for the Better Qdrant integration.
- In the FastMCP interface, provide the values you collected:
QDRANT_URL(e.g., http://localhost:6333)QDRANT_API_KEY(if required by your Qdrant instance; otherwise, leave empty)OPENAI_API_KEY(if using OpenAI embeddings)OPENROUTER_API_KEY(if using OpenRouter embeddings)OLLAMA_ENDPOINT(if using a local Ollama server; defaults to http://localhost:11434)
- Save the configuration
- Click "Save" or "Apply" in the FastMCP interface to store your environment variable values.
Note: Only the API keys for services you actually use are required; others may be left empty.
How to Install Better Qdrant
Install Better Qdrant MCP server with one click through FastMCP. Choose your preferred AI development tool below:
Claude Desktop
Click "Claude Desktop" in Quick Start
Cursor IDE
Click "Cursor IDE" in Quick Start
VS Code
Click "VS Code" in Quick Start
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Environment Variables
Please provide values for the following environment variables:
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Please provide values for the following HTTP headers:
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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:
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Visit Gemini CLI documentation for installation instructions.
Make sure Claude Code is installed:
Visit Claude Code documentation for installation instructions.
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