Logfire provides a Model Context Protocol (MCP) server that allows LLMs to access and analyze OpenTelemetry traces and metrics sent to Logfire. It offers tools to retrieve application telemetry data, analyze distributed traces, and utilize results from arbitrary SQL queries executed through the Logfire APIs, allowing for in-depth application performance analysis directly within LLM-powered environments.