This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and contextually rich responses.

"LightRAG: Simple and Fast Retrieval-Augmented Generation"

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

AI Agent Builder in Python

A native macOS app that allows users to chat with a local LLM that can respond with information from files, folders and websites on your Mac without installing any other software. Powered by llama.cpp.

A simple, easy-to-hack GraphRAG implementation

Laminar - open-source all-in-one platform for engineering AI products. Crate data flywheel for you AI app. Traces, Evals, Datasets, Labels. YC S24.

A toolkit to create optimal Production-readyRetrieval Augmented Generation(RAG) setup for your data

Korvus is a search SDK that unifies the entire RAG pipeline in a single database query. Built on top of Postgres with bindings for Python, JavaScript, Rust and C.

Chat with any codebase in under two minutes | Fully local or via third-party APIs

基于智能体 RAG 知识库的知识图谱问答系统。Langgraph + VueJS + Flask + Neo4j。大模型适配 OpenAI、Ollama、vLLM、国内主流大模型平台的模型调用。支持推理模型DeepSeek-R1、联网检索、工具调用。

Dynamiq is an orchestration framework for agentic AI and LLM applications

Parsing-free RAG supported by VLMs

Minimalist LLM Framework in 100 Lines. Enable LLMs to Program Themselves.

Fullstack "Chat with your PDFs" RAG (Retrieval Augmented Generation) app built fully on Cloudflare

The simplest and lowest-cost AI integration solution. If you like this project, please give it a Star~ | 最简单、最低成本的AI接入方案。喜欢本项目的话点个 Star 吧~

TypeScript Agentic AI Library specialized for LLM Function Calling enhanced by compiler skills.

✨ AI interface for tinkerers (Ollama, Haystack RAG, Python)

一个轻量级、支持全链路且易于二次开发的大模型应用项目(Large Model Data Assistant) 支持DeepSeek/Qwen2.5等大模型 基于 Dify 、Ollama&Vllm、Sanic 和 Text2SQL 📊 等技术构建的一站式大模型应用开发项目，采用 Vue3、TypeScript 和 Vite 5 打造现代UI。它支持通过 ECharts 📈 实现基于大模型的数据图形化问答，具备处理 CSV 文件 📂 表格问答的能力。同时，能方便对接第三方开源 RAG 系统 检索系统 🌐等，以支持广泛的通用知识问答。

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

Deploy agentic reasoning in a scalable and reliable platform in minutes. Become an on demand subject matter expert by loading portable cognitive cores for the most complex knowledge work. 🧠

A web-based tool for visualizing and exploring artifacts from Microsoft's GraphRAG.

End-to-End Local-First Text-to-SQL Pipelines

A package for parsing PDFs and analyzing their content using LLMs.

开箱即用的基于企业私有知识库的LLM大语言模型的智能客服机器人问答系统，支持私有化部署，代码免费开源且可商用，由芝麻小客服官方推出。

Turn any app into agent knowledge

Flock is a workflow-based low-code platform for rapidly building chatbots, RAG, and coordinating multi-agent teams.（Flock 是一个基于workflow工作流的低代码平台，用于快速构建聊天机器人、RAG、Agent和Muti-Agent应用。）

参考GraphRag使用 Semantic Kernel 来实现的dotnet版本，可以使用NuGet开箱即用集成到项目中

This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR25]

Context-aware structured outputs. Search your documents or the web for specific data and get it back in JSON or Markdown.

A LLM RAG system runs on your laptop. 大模型检索增强生成系统，可以轻松部署在笔记本电脑上，实现本地知识库智能问答。

Hallucinations (Confabulations) Document-Based Benchmark for RAG. Includes human-verified questions and answers.

A curated list of open source repositories for AI Engineers

Local LLM Powered Recursive Search & Smart Knowledge Explorer

GPT automatically organizes your browser bookmarks

AskTube - An AI-powered YouTube video summarizer and QA assistant powered by Retrieval Augmented Generation (RAG) 🤖. Run it entirely on your local machine with Ollama, or cloud-based models like Claude, OpenAI, Gemini, Mistral, and more.

Dabarqus is incredibly fast RAG that runs everywhere.

[ICLR 2025] Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Graph Foundation Model for Retrieval Augmented Generation

AI agent to search Google Flights data

Self-hosting Langfuse on Amazon ECS with Fargate using CDK Python

Too many docs? Quickly search over any PDF or Markdown documents

Jupyter Notebooks for Mastering LLM with Advanced RAG Course

This project is a dynamic AI Agent chatbot that can be trained from various sources, such as PDFs, documents, websites, and YouTube videos.

A Personal Assistant leveraging Retrieval-Augmented Generation (RAG) and the LLaMA-3.1-8B-Instant Large Language Model (LLM). This tool is designed to revolutionize PDF document analysis tasks by combining machine learning with retrieval-based systems.

Let's RAG it RAW without fancy frameworks

Building blocks for rapid development of GenAI applications

Sales AI agent that talks with your customers, recommend products, book consultations, and process Stripe payments

Secure, locally-run Retrieval-Augmented Generation system for document-based question-answering, utilizing Llama 3, Mistral, and Gemini models with a user-friendly Streamlit interface.

QiDiHui: RAG, appbuilder, ErnieBot, multi-model, 十万个为什么

graph + ai in your products; reduce costs and get correct answers from your data

An up-to-date curated list of Retrieval-Augmented Generation (RAG) for Large Language Models (LLMs).

Needle simplifies building RAG pipelines.

Coffee Chat Voice Assistant is a voice-driven ordering system powered by Azure OpenAI GPT-4o Realtime API, simulating the experience of ordering coffee with a café barista. It supports natural conversations, live order updates, and real-time transcription, showcasing the power of AI for seamless customer interactions.

Blueprint for Ingesting massive volumes of live or archived videos and extract insights for summarization and interactive Q&A

Retrieval-Augmented Generation on PDF for Free, Integrated with Memory to recall previous interactions, it operates as a sophisticated lang-chain application.

Library for evaluating RAG using Nuclia's models

Realign is a testing and simulation framework for AI applications.

AI Bank Statement Document Automation By LLM model and Personal Finanical Analysis

GraphRag vs Embeddings

A minimalist Go implementation of Microsoft's GraphRAG

从零开始基于 LangGraph 和 Streamlit 实现基于本地模型的 RAG、Agent 应用

Discover advanced AI techniques in my repository combining Multi-Hop Chain of Thought (CoT) and Retrieval-Augmented Generation (RAG) using DSPy and Indexify. Enhance complex problem-solving with multi-step reasoning and external knowledge integration. Perfect for AI enthusiasts and researchers.

SpeakingAI is a demo of privately deployable 'GPT-4o like AI + RAG', a fully functional web AI server with audio query/answer in streaming, using LLM and RAG for backend knowledge.

A comprehensive tool designed to enhance the retrieval and generation of academic content from the arXiv database, leveraging advanced Retrieval-Augmented Generation (RAG) techniques.

Lecca.io | AI Agents & Automations

GenAI Playground

An open-source template for building a RAG chatbot for your company 🤖

minRAG is a RAG system that starts from scratch, pursuing the ultimate simplicity and power. It consists of no more than 10,000 lines of code, requires no installation, and can be launched with a double-click

An app for people with short-term-memory 🧠

Chat with your documents using Generative AI & Retrieval-Augmented Generation (RAG)

Chat - Know everything about me

WovenSnips: A Lightweight, Free, and Open-source Implementation of Retrieval-Augmented Generation (RAG) using Straico API

A template to set up, build and deploy a RAG-API including frontend and backend with docker compose.

REST API for computing cross-modal similarity between images and text using the ColPaLI vision-language model

ACLReady, a retrieval-augmented language model application that can be used to empower authors to reflect on their work and assist authors with the ACL checklist.

Personalized AI assistant for university students who answers from the students' slides, textbooks, and notes.

Automated fact-check

Agentic RAG using Crew AI

一个开源的RAG框架，旨在为用户提供了一个强大、灵活且简单的开发环境。

A Flask app running GraphRAG for healthcare, made with Vertex AI and Neo4j, to be deployed in a container (Cloud Run or ECS).

Function-calling API for LLM from multiple providers

This project combines Azure AI Search, Azure OpenAI Service, LangChain, React.JS, and Python FastAPI to create an intelligent system for managing Jira issues. It features advanced AI search for seamless document retrieval, a user-friendly React.JS front-end, and a robust Python FastAPI back-end.

An Data-Orientated Structure Framework for Next Generation AI Application Development

This repo is for advanced RAG systems, each branch will represent a project based on RAG.

Llama_RAG_System is a local Retrieval-Augmented Generation (RAG) system that leverages the LLaMA model to provide intelligent answers to user queries by processing uploaded PDFs and fetching relevant web information while ensuring privacy.

Next.js LangChain Gemini RAG Chatbot: An advanced Retrieval-Augmented Generation (RAG) chatbot that enables users to upload multiple PDFs and receive precise answers to their questions based on the content. Powered by LangChain and Gemini, this chatbot is built with Next.js and offers efficient PDF-based query handling for enhanced user engagement.

This application allows users to upload PDF files, process them, and ask questions about the content using a locally hosted language model. The system uses Retrieval-Augmented Generation (RAG) to provide accurate answers based on the uploaded PDFs.

A web interface for GraphRAG. 🚀

Optimize Subtitles for RAG Ingestion

AI-Companion is a cool software that lets you create your own custom AI models of people you admire, like actors or celebrities. It's a tool to make personalized artificial intelligence companions based on your favorite individuals.

A curated list of awesome RAG.

A RAG based LLM assistant for australian first home buyers

Multimodal-VideoRAG: Using BridgeTower Embeddings and Large Vision Language Models

EduGenius is an innovative AI-powered tutoring platform addressing challenges in modern education by offering personalized and efficient tutoring for O/Level students in mathematics.

This project(RAG) focuses on operationalizing LLMs by integrating OpenAI, MLflow, FastAPI, and RAGAS for evaluation. It allows users to deploy and manage LLMs, track model runs, and log evaluation metrics in MLflow. The project also features MLflow traces that logs all the user inputs ,responses ,retrieved contexts ,and other essential metrices.

Fivetran dbt package designed to generate an end model and Cortex Search Service (for Snowflake destinations only) which contains unstructured document data to be used for Retrieval Augmented Generation (RAG) applications leveraging Large Language Models (LLMs)

FlexiAI: A dynamic and modular AI framework leveraging Multi-Agent Systems and Retrieval Augmented Generation (RAG) for seamless integration with OpenAI and Azure OpenAI services.

pgvector extension, binary compiled in Microsoft Windows with PostgreSQL

Run Llama on serverless with multimodal RAG, with focus on reading files (But with limited token ofc)