How to build an assistant that answers from your own documents

A step-by-step walkthrough: you load your documents, and the assistant answers questions strictly from them — via mcp and the Postgres PGVector Store store.

  • Answers grounded in your own documents
  • Load materials through a form
  • The assistant is reachable by other scenarios via mcp
  • Broken down step by step to follow along
MCP ServerQdrant Vector StoreEmbeddings Ollaman8n FormDefault Data Loader