FastAPI-based MCP server enabling document embedding, semantic search, and efficient retrieval via Qdrant vector database, supporting AI tools with REST API, web UI, and secure authentication.
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The port for the Qdrant vector database server
6333
The URL for the Qdrant vector database server
localhost
The name of the collection in Qdrant to store document embeddings
documents
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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