Knowledge Base MCP ServerRAG SystemsVector DatabasesdevanshtbFlicense-qualityBmaintenanceRead-only MCP server with hybrid search combining dense semantic and sparse keyword retrieval via Qdrant, enabling document querying and fetching for ChatGPT Deep Research. Updated a month ago (2026-06-29 09:20 UTC)