Ever stared at a new codebase written by others feeling completely lost? This tutorial shows you how to build an AI agent that analyzes GitHub repositories and creates beginner-friendly tutorials explaining exactly how the code works.

This project crawls GitHub repositories and build a knowledge base from the code:

• Analyze entire codebases to identify core abstractions and how they interact

• Transform complex code into beginner-friendly tutorials with clear visualizations

• Build understanding systematically from fundamentals to advanced concepts in logical steps

Built with Pocket Flow, a 100-line LLM framework.