microsoft/AI-Engineering-Coach

It solves the lack of visibility and feedback loops in AI-assisted coding workflows, where developers often have no structured way to evaluate prompt quality, session hygiene, or code output volume. Unlike generic analytics tools, it provides 45 anti-pattern rules, context health scoring, and skill discovery tailored specifically for agentic engineering.

This tool is ideal for developers and teams who want to systematically improve their AI coding assistant usage through local, privacy-preserving analytics. It is less suited for those who do not use AI coding assistants or prefer cloud-based analytics. The key trade-off is the need for manual build and installation versus the benefit of fully offline, actionable insights.