retrieval-augmented-generation
108 projects share this GitHub topic
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🧬 Members
ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with…
★ 89.8k
llm-app
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data.…
★ 59k
LightRAG
[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation
★ 39.3k
Langchain-Chatchat
Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的…
★ 38.6k
PageIndex
📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
★ 35.5k
storm
An LLM-powered knowledge curation system that researches a topic and generates a full-length report with…
★ 31.2k
RAG_Techniques
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each…
★ 29.3k
haystack
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications.…
★ 26.4k
RAG-Anything
"RAG-Anything: All-in-One RAG Framework"
★ 22.3k
memvid
Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give…
★ 16.5k
llmware
Unified framework for building enterprise RAG pipelines with small, specialized models
★ 14.9k
txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
★ 12.9k
LEANN
[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage…
★ 12.9k
Agent-S
Agent S: an open agentic framework that uses computers like a human
★ 12.2k
FlagEmbedding
Retrieval and Retrieval-augmented LLMs
★ 12.1k
PocketFlow
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
★ 11.1k
local-deep-research
~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google,…
★ 9k
awesome-LLM-resources
★ 8.9k
R2R
SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
★ 8k
airweave
Open-source context retrieval layer for AI agents
★ 6.6k
TaskingAI
The open source platform for AI-native application development.
★ 5.4k
AutoRAG
AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently.
★ 5.1k
code-graph-rag
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI…
★ 4.9k
GenerativeAIExamples
Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.
★ 4.2k
bRAG-langchain
Everything you need to know to build your own RAG application
★ 4.2k
langroid
Harness LLMs with Multi-Agent Programming
★ 4.1k
agentic-rag-for-dummies
A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.
★ 4k
FlashRAG
⚡FlashRAG: A Python Toolkit for Efficient RAG Research (WWW2025 Resource)
★ 3.6k
VideoRAG
[KDD'2026] "VideoRAG: Chat with Your Videos"
★ 3.3k
swirl-search
AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps…
★ 3k
sie
Open-source inference server and production cluster for all the models your agent needs.
★ 2.9k
trieve
All-in-one platform for search, recommendations, RAG, and analytics offered via API
★ 2.7k
Awesome-GraphRAG
Awesome-GraphRAG: A curated list of resources (surveys, papers, benchmarks, and opensource projects) on…
★ 2.6k
generative-ai
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview…
★ 2.6k
nestia
NestJS Helper + AI Chatbot Development
★ 2.2k
MiniRAG
[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"
★ 2k
RAGHub
A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources.…
★ 2k
video-search-and-summarization
NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for…
★ 1.8k
WFGY
WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents,…
★ 1.8k
raptor
The official implementation of RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval
★ 1.8k
MemoryOS
[EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.
★ 1.6k
awesome-ai-web-search
List of software that allows searching the web with the assistance of AI:…
★ 1.4k
rag-zero-to-hero-guide
Comprehensive guide to learn RAG from basics to advanced.
★ 1.4k
Awesome-RAG
😎 Awesome list of Retrieval-Augmented Generation (RAG) applications in Generative AI.
★ 1.4k
Awesome-LLM-RAG
Awesome-LLM-RAG: a curated list of advanced retrieval augmented generation (RAG) in Large Language Models
★ 1.3k
sre
The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure,…
★ 1.3k
TrustRAG
TrustRAG：The RAG Framework within Reliable input,Trusted output
★ 1.3k
JamAIBase
The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and…
★ 1.1k
start-llms
A complete guide to start and improve your LLM skills in 2026 with little background in the field and stay…
★ 981
Multi-Agent-Medical-Assistant
⚕️GenAI powered multi-agentic medical diagnostics and healthcare research assistance chatbot. 🏥…
★ 965
recipes
This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!
★ 945
KG_RAG
Empower Large Language Models (LLM) using Knowledge Graph based Retrieval-Augmented Generation (KG-RAG) for…
★ 943
rag-time
RAG Time: A 5-week Learning Journey to Mastering RAG
★ 901
serverless-chat-langchainjs
Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure
★ 861
Medical-Graph-RAG
A Graph RAG System for Evidenced-based Medical Information Retrieval [ACL 2025]
★ 825
swiftide
Fast, streaming indexing, query, and agentic LLM applications in Rust
★ 760
local-rag
Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all…
★ 759
rag
This NVIDIA RAG blueprint serves as a reference solution for a foundational Retrieval Augmented Generation…
★ 702
buffer-of-thought-llm
[NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
★ 677
llm-search
Querying local documents, powered by LLM
★ 661
agentty
AI pair programming in your terminal — one static binary, sub-ms startup, any model
★ 598
Phi2-mini-Chinese
Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型，支持接入langchain加载本地知识库做…
★ 591
MiniSearch
Minimalist web-searching platform with an AI assistant that runs directly from your browser. Demo:…
★ 586
aisearch-openai-rag-audio
A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences…
★ 564
obsidian-copilot
🤖 A prototype assistant for writing and thinking
★ 562
HiRAG
[EMNLP'25 findings] An easy-to-use Graph RAG system using hierarchical knowledge.
★ 556
generative-ai-cdk-constructs
AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.
★ 542
EnterpriseRAG-Bench
Dataset and benchmark for RAG on company internal documents.
★ 537
Multimodal-RAG-Survey
A Survey on Multimodal Retrieval-Augmented Generation
★ 531
NexusRAG
Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with…
★ 506
Awesome-RAG
💡 Awesome RAG: A resource of Retrieval-Augmented Generation (RAG) for LLMs, focusing on the development of…
★ 505
Transformers-for-NLP-and-Computer-Vision-3rd-Edition
Transformers 3rd Edition
★ 502
manifold
Manifold is an experimental platform for enabling long horizon workflow automation using teams of AI…
★ 497
OmniThink
[EMNLP 2025] OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking
★ 486
rag
🚀 Retrieval Augmented Generation (RAG) with txtai. Combine search and LLMs to find insights with your own…
★ 463
xmc.dspy
In-Context Learning for eXtreme Multi-Label Classification (XMC) using only a handful of examples.
★ 457
LightningRAG
LightningRAG is a full-stack Vue + Gin starter with a decoupled frontend and backend, plus built-in,…
★ 451
Video-RAG-master
✨✨[NeurIPS 2025] This is the official implementation of our paper "Video-RAG: Visually-aligned…
★ 446
awesome-rag
A curated list of retrieval-augmented generation (RAG) in large language models
★ 432
redis-vl-python
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
★ 424
CRUD_RAG
CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models
★ 408
freshqa
Data and code for FreshLLMs (https://arxiv.org/abs/2310.03214)
★ 402
generative-ai-application-builder-on-aws
Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment…
★ 352
TinyLLM
Setup and run a local LLM and Chatbot using consumer grade hardware.
★ 348
DALM
Domain Adapted Language Modeling Toolkit - E2E RAG
★ 341
txtchat
⚡ Local chat assistants with AI superpowers
★ 337
tonic_validate
Metrics to evaluate the quality of responses of your Retrieval Augmented Generation (RAG) applications.
★ 327
RAGLAB
[EMNLP 2024: Demo Oral] RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented…
★ 312
A-Guide-to-Retrieval-Augmented-LLM
an intro to retrieval augmented large language model
★ 307
tw-legal-rag
台灣法律 MCP 伺服器 + CLI（免費、免註冊、免 API key）：2,250…
★ 304
SecurityClaw
A modular, skill-based autonomous Security Operations Center (SOC) agent that monitors…
★ 269
knowledge-rag
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP…
★ 262
PharosRAG
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval,…
★ 242
ClawMem
On-device memory layer for AI agents. Claude Code, OpenClaw and Hermes. Hooks + MCP server + hybrid RAG…
★ 204
chunky
Open-source toolkit for reliable RAG pipelines: convert PDFs to Markdown, clean documents, inspect chunks,…
★ 173
VectorRAG.Net
VectorRAG.Net is a .NET-native high-performance vector database library for semantic search and RAG…
★ 163
rag-interview-system
A complete collection of RAG interview questions, answers (548 questions & 41 RAG types), system design…
★ 135
OneRAG
Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone,…
★ 124
RAG-ReActAgent
RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for…
★ 120
ai-agent-platform
企业级 AI Agent 平台 | Spring Boot 3 + LangChain4j | ReAct 推理 + 多路召回 RAG + 语义缓存 +…
★ 114
arxie
Research feedback grounded in the papers that define your field
★ 111
OpenDocuments
Self-hosted RAG platform for AI document search across GitHub, Notion, Google Drive, local files, and web…
★ 111
LongLive-RAG
Official Implementation of LongLive-RAG: A general retrieval-augmented framework for long video generation.
★ 108
LongLive-RAG
Official Implementation of LongLive-RAG: A general retrieval-augmented framework for long video generation.
★ 107 · GitHub ↗
kyros-ai
Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3…
★ 96
vecdb-python-sdk
Python SDK for vector search, semantic search, RAG, embeddings, and AI agents on Oracle AI Database
★ 65
ai-engineering-playbook
A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and…
★ 58
praxis
Turn scattered knowledge, operational data, and history into source-linked context that your agents can…
★ 48
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