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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Your OpenRouter API key for embedding generation
Default embedding service to use (ollama, openai, openrouter, fastembed)
API key for your Qdrant server if authentication is enabled
Your OpenAI API key for embedding generation
Ollama model to use for embeddings
nomic-embed-text
OpenRouter API endpoint
https://api.openrouter.com/v1
URL of your Qdrant server
http://localhost:6333
OpenAI API endpoint
https://api.openai.com/v1
Ollama server endpoint for local embedding models
http://localhost:11434
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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