This article extends the same thread as the PostgreSQL MCP project by explaining the protocol from a builder’s perspective. It focuses on the practical side of making an LLM workflow useful against structured data instead of leaving the model disconnected from operational systems.
As portfolio support, it adds depth to the project page rather than repeating it. The article helps explain why protocol work matters and what kinds of engineering decisions sit behind a reliable model-to-database bridge.