This session will explore the development of GoDoctor, a Model Context Protocol server designed to improve the experience of coding with AI agents. This is not a product presentation, GoDoctor is actually a playground to test different types of tools applied to coding with LLMs, and in this talk I will focus on the different experiments I made and reporting on both successes and failures. The ultimate goal is to understand what works and what doesn’t for improving code generation for Go projects.