Qdrant MCP Hybrid RAG

Example Use Cases

• 1

  Multi-client isolated semantic search over diverse document collections.

• 2

  Local-first, privacy-focused RAG systems without cloud dependencies.

• 3

  Advanced document processing with incremental updates and deduplication.

Description

This MCP server provides a production-ready, multi-tenant Retrieval-Augmented Generation system with complete client isolation, advanced document processing including SHA256 deduplication, and seamless integration with LM Studio for embeddings and summaries. It supports multiple document formats and offers enterprise-grade semantic search capabilities across client-specific collections. The system runs fully locally, ensuring privacy and zero cloud dependency, making it ideal for agencies, consultants, and organizations managing sensitive documents.