Creating a RAG System from Ground Up: Introducing pgvector as a Tool Server

In the previous article, we built AI Agents that autonomously search our pgvector database. One limitation remained: the tools were hardcoded inside our Python scripts. Only our code could use them. MCP (Model Context Protocol) fixes this. It turns our search functions into a standalone server that