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Last active March 16, 2026 22:22
ContextVault — RAG Pipeline Documentation (Docling + bge-m3 + ColQwen2 + Qdrant + MCP)

ContextVault

Enterprise knowledge base platform that ingests PDF documents and serves their content through the Model Context Protocol (MCP). PDFs drop into Dropbox and flow automatically through a GPU-accelerated extraction, chunking, and embedding pipeline into a hybrid vector database, surfaced to any MCP-capable AI agent.


Architecture

Dropbox /processedfiles/<your-folder>