The upcoming release of the July 28 Model Context Protocol (MCP) specification completely revolutionized how developers build AI tools. By shifting from stateful, long-lived connections to a streamlined, stateless HTTP engine, we finally gained the ability to run AI tools as scalable, modern microservices.However, statelessness introduces a massive operational headache: observability.