An MCP server for PostgreSQL is not just another SQL shortcut

Most teams do not need another way to paste SQL into a chat box. They need a safer way for AI tools to answer real questions from live data. PostgreSQL often already holds the context: accounts, subscriptions, events, product usage, operational state. The problem is not that the data is missing. The problem is that every useful question still becomes a handoff. What MCP changes Without a governed access layer, the workflow usually looks like this: Someone asks a data question. Someone else write