Better Qdrant MCP Server

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
QDRANT_URLYesURL of your Qdrant serverhttp://localhost:6333
OLLAMA_MODELNoOllama model to use for embeddingsnomic-embed-text
OPENAI_API_KEYNoYour OpenAI API key for embedding generation
QDRANT_API_KEYNoAPI key for your Qdrant server if authentication is enabled
OLLAMA_ENDPOINTNoOllama server endpoint for local embedding modelshttp://localhost:11434
OPENAI_ENDPOINTNoOpenAI API endpointhttps://api.openai.com/v1
OPENROUTER_API_KEYNoYour OpenRouter API key for embedding generation
OPENROUTER_ENDPOINTNoOpenRouter API endpointhttps://api.openrouter.com/v1
DEFAULT_EMBEDDING_SERVICENoDefault embedding service to use (ollama, openai, openrouter, fastembed)

Schema

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Tools

Functions exposed to the LLM to take actions

NameDescription

No tools

ID: q4eb7pk7rw