Portfolio piece demonstrating MCP (Model Context Protocol) server integration — exposing RAG document search as tools that AI assistants (Cursor, Claude) can call.
Problem
Teams want document Q&A inside existing AI workflows, not only a standalone web chat.
Solution
Built an MCP server alongside the DocAsk RAG stack so agents can query ingested policies programmatically with the same citation-backed retrieval pipeline.
Stack
TypeScript · NestJS · MCP · Chroma · RAG
Note
Part of the public DocAsk demo repository. Synthetic data only.