Offers a local-first TypeScript MCP server for Qdrant, facilitating client isolation, LM Studio integration, and scalable document workflows for retrieval-augmented generation.
This tool delivers the ultimate evolution of Retrieval-Augmented Generation (RAG) systems by combining architectural best practices and performance optimizations from `lance-mcp`, `sqlite-vss-mcp`, and `delorenj/mcp-qdrant-memory`. The result is a production-ready, multi-tenant RAG system that provides complete client isolation, advanced document seeding, and seamless integration with LM Studio for fully local LLM operations, ensuring maximum privacy and enterprise-grade document processing capabilities.