Better Qdrant MCP Server
Model Context Protocol server enhancing Qdrant vector database management with features for listing collections, adding documents using multiple embedding services, performing semantic searches, and deleting collections.
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Ollama model to use for embeddings
nomic-embed-textOllama server endpoint for local embedding models
http://localhost:11434Default embedding service to use (ollama, openai, openrouter, fastembed)
Your OpenRouter API key for embedding generation
Your OpenAI API key for embedding generation
OpenRouter API endpoint
https://api.openrouter.com/v1URL of your Qdrant server
http://localhost:6333OpenAI API endpoint
https://api.openai.com/v1API key for your Qdrant server if authentication is enabled
Security Notice
Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.
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