This is a RAG assistant project designed for Pybricks beginners, focusing on providing retrieval and suggestions for official API documentation, tutorials, and code snippets. It is especially suitable for FLL students and coaches. The project includes document crawling, pre - processing, index building, and MCP tool services to ensure accurate answers and be beginner - friendly.