John

John

SME in app sec, devops and cloud
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Deploy Context-Engine in minutes, index your repos into Qdrant, and give Cursor/Windsurf/Claude Code (and any MCP client) hybrid code search + reranking with ReFRAG micro-chunking, plus an optional team memory layer—all over HTTP or SSE.
Context-Engine
Context-EngineSelf-hosted MCP retrieval + memory for coding agents