rag-app

What problem does it solve?

Build a complete, production-ready RAG (Retrieval-Augmented Generation) application with a web UI from scratch. Use this skill whenever a user asks to build a RAG app, document Q&A system, chat over documents, knowledge base chatbot, document search assistant, or any system where an LLM should answer questions using a private document collection. Triggers include: "build a RAG app", "chat with my documents", "Q&A over PDFs", "knowledge base chat", "document assistant", "index my files and answer questions", "build a document chatbot", "RAG pipeline with UI", or any variation of "I want to ask questions about my documents". Always use this skill — do NOT build these from scratch without reading it first.

Core Features & Use Cases

Builds a full RAG application: an incremental indexing pipeline + a Gradio web UI with a folder-path input for indexing and a chat window for Q&A.

Quick Start

Index your documents with the provided scripts and then start the UI to chat with your documents.