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retrieval-augmented-generation GitHub repositories

Explore 40 tracked GitHub repositories tagged retrieval-augmented-generation. Compare their recorded star activity and implementation languages, then follow related topics to find other projects.

Snapshot: 2026-10-28. The collection gained 477 stars since the previous daily snapshot.

Tracked repositories: 40
Total stars: 405,700
Stars gained · 7 days: +2,027
Stars gained · 30 days: +8,285

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Star activity for retrieval-augmented-generation repositories on this page
Repository	Total stars	Today	7 days	30 days
StarTrail-org/LEANN	13.5K	+190	+463	+535
FlagOpen/FlagEmbedding	12.3K	+96	+96	+96
VectifyAI/PageIndex	39.8K	+55	+471	+3,966
infiniflow/ragflow	93.0K	+55	+420	+1,601
NirDiamant/RAG_Techniques	30.0K	+22	+106	+436

Explore repositories

Showing 1–40 of 40 tracked repositories.

StarTrail-org/LEANN

[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

★ 13.5K+190 todayPython

FlagOpen/FlagEmbedding

Retrieval and Retrieval-augmented LLMs

★ 12.3K+96 todayPython

VectifyAI/PageIndex

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

★ 39.8K+55 todayPython

infiniflow/ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

★ 93.0K+55 todayGo

NirDiamant/RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

★ 30.0K+22 todayJupyter Notebook

HKUDS/LightRAG

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

★ 40.4K+17 todayPython

deepset-ai/haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

GiovanniPasq/agentic-rag-for-dummies

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

Marker-Inc-Korea/AutoRAG

Your Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.

★ 5.2K+4 todayTypeScript

vitali87/code-graph-rag

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

qdrant/fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

★ 3.3K+2 todayPython

WangRongsheng/awesome-LLM-resources

🧑‍🚀 全世界最好的LLM资料总结（多模态生成、Agent、辅助编程、AI审稿、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型） | Summary of the world's best LLM resources.

★ 9.0K+2 todayUnknown

neuml/txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Danielskry/Awesome-RAG

😎 Awesome list of Retrieval-Augmented Generation (RAG) applications in Generative AI.

★ 1.4K+2 todayUnknown

rag artificial-intelligence

skygazer42/MimirQ

中文优先的企业 RAG 知识库：可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。

★ 569+2 todayPython

EmbeddedLLM/JamAIBase

The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and models, and evaluate LLM responses in real-time. Work together seamlessly to build and iterate on AI applications.

NVIDIA-AI-Blueprints/video-search-and-summarization

NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.

felladrin/awesome-ai-web-search

List of software that allows searching the web with the assistance of AI: https://hf.co/spaces/felladrin/awesome-ai-web-search

★ 1.5K+1 todayHTML

samchon/nestia

NestJS Helper + AI Chatbot Development

★ 2.2K+1 todayTypeScript

superlinear-ai/raglite

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL

★ 1.2K+1 todayPython

felladrin/MiniSearch

Minimalist web-searching platform with an AI assistant that runs directly from your browser. Demo: https://felladrin-minisearch.hf.space

★ 603+1 todayTypeScript

jxzhangjhu/Awesome-LLM-RAG

Awesome-LLM-RAG: a curated list of advanced retrieval augmented generation (RAG) in Large Language Models

★ 1.4K+1 todayUnknown

superlinked/sie

Open-source inference server and production cluster for all the models your agent needs.

anush008/fastembed-rs

Rust library for generating vector embeddings and reranking locally!

★ 1.0K+0 todayRust

askimo-ai/askimo

AI desktop app for chat, RAG, Skills, MCP tools, and agents. Support multiple LLMs (Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM, Gemini, OpenRouter)

★ 538+0 todayKotlin

liunian-Jay/Awesome-RAG

💡 Awesome RAG: A resource of Retrieval-Augmented Generation (RAG) for LLMs, focusing on the development of technology.

★ 520+0 todayUnknown

bosun-ai/swiftide

Fast, streaming indexing, query, and agentic LLM applications in Rust

★ 796+0 todayRust

swirlai/swirl-search

AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.

★ 3.0K+0 todayPython

jonfairbanks/local-rag

Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network.

★ 765+0 todayPython

Bessouat40/RAGLight

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.

llmware-ai/llmware

Unified framework for building enterprise RAG pipelines with small, specialized models

★ 14.8K+0 todayPython

bragai/bRAG-langchain

Everything you need to know to build your own RAG application

★ 4.2K+0 todayJupyter Notebook

langroid/langroid

Harness LLMs with Multi-Agent Programming

★ 4.1K+0 todayPython

onestardao/WFGY

WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.

★ 1.8K+0 todayJupyter Notebook

agentty-org/agentty

AI pair programming in your terminal — one static binary, sub-ms startup, any model

awslabs/generative-ai-cdk-constructs

AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.

★ 544+0 todayTypeScript

intelligencedev/manifold

Manifold is an experimental platform for enabling long horizon workflow automation using teams of AI assistants.

★ 502+0 todayGo

pathwaycom/serviette

A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.

Raudaschl/rag-fusion

RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.

★ 958+0 todayPython

FengZhenfei/carrel

Ontology-Augmented Generation for AI agents.

★ 643+0 todayPython