{"repo":"dev-it-with-me/RagUltimateAdvisor","free":true,"listed":false,"github":"https://github.com/dev-it-with-me/RagUltimateAdvisor","clone":"git clone https://github.com/dev-it-with-me/RagUltimateAdvisor.git","description":"A complete Retrieval-Augmented Generation (RAG) application that demonstrates modern AI capabilities for answering questions about Ultimate Frisbee rules and strategies. This project showcases how to build a production-ready RAG system using cutting-edge technologies.","language":"Python","stars":53,"topics":["fastapi","ollama","postgresql","postgresql-extension","rag","rag-chatbot"],"license":null,"category":"ai-agents","readme_excerpt":"🏆 Ultimate Advisor - RAG-Powered Ultimate Frisbee Rules Assistant A complete Retrieval-Augmented Generation (RAG) application that demonstrates modern AI capabilities for answering questions about Ultimate Frisbee rules and strategies. This project showcases how to build a production-ready RAG system using cutting-edge technologies. 🎯 What This Project Demonstrates This repository serves as a comprehensive tutorial project for YouTube viewers learning about RAG (Retrieval-Augmented Generation) implementation . 🚀 Key Features - 📚 Intelligent Document Processing : Automatically indexes and processes the official WFDF Ultimate Frisbee Rules (2025-2028) - 🤖 AI-Powered Q&A : Ask natural language questions about Ultimate Frisbee rules and get accurate, context-aware answers - 📊 Source Attribution : Every answer includes relevant source documents with similarity scores and page references 🛠 Technology Stack Backend (Python) - FastAPI : High-performance API framework with automatic OpenAPI documentation - SQLModel : Modern Python SQL toolkit combining SQLAlchemy + Pydantic - LlamaIndex : RAG framework for document processing and querying - PostgreSQL + pgvector : Vector database for embeddings storage - Ollama : Local LLM serving (supports Llama 3.2, Mistral, etc.) Frontend (TypeScript/React) - React 19 : Modern React with latest features - Vite : Lightning-fast build tool - TailwindCSS : Utility-first CSS framework - SWR : Data fetching with caching and revalidation - Radix U","default_branch":null,"files":null,"tree":[],"storefront":"/r/dev-it-with-me","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/dev-it-with-me/RagUltimateAdvisor/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}