I build AI-powered tools that help people work smarter. You might know my other projects:
The session analyser for AI-assisted development. Upload a Claude Code transcript and get scored across 8 fluency dimensions — with actionable recommendations.
A VSCode extension that monitors your Claude Code sessions in real-time — live health scores, anti-pattern alerts, and per-model cost tracking, right inside your editor.
Building these tools, I noticed the same pattern over and over: the gap between people who get great results from AI and people who don't isn't about which tool they use or how clever their prompts are. It's about how they think about the collaboration.
Model Context Protocol (MCP) is one of the most important shifts in how developers integrate Claude with external services — but most introductions either skim the surface or drop you into reference docs without context.
I built this course as the hands-on path I wished existed when I was learning MCP myself: build a real CLI chatbot end-to-end, see every primitive (tools, resources, prompts) used in a working project, and finish with a clear mental model for choosing between them.
By the end you'll have a working MCP server and client in Python, debugged with the official MCP Inspector, and the decision framework to know when to reach for tools, when to use resources, and when prompts are the better answer.
Think of it as a learning loop:
Learn the method — Introduction to MCP teaches you how MCP servers and clients work and gives you a working Python project to build on.
Practice in real sessions — AI IQ coaches you in real-time as you work with Claude Code, catching anti-patterns before they compound.
Review and improve — TranscriptIQ analyses your completed sessions and scores your fluency across 8 dimensions.
Each tool reinforces the others. The course gives you the knowledge, AI IQ gives you real-time feedback, and TranscriptIQ gives you the retrospective view.
Questions, feedback, or just want to say hi — I'd love to hear from you.
All tools built by AI First Partner