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.

RetroChat is a powerful command-line interface for interacting with various AI language models. It provides a seamless experience for engaging with different chat providers while offering robust features for managing and customizing your conversations. The code in this repo is 100% AI generated. Nothing has been written by a human.

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.