resource: rag
229 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| openai/openai-assistants-quickstart An official OpenAI quickstart template demonstrating the Assistants API in a Next.js application. It includes example pages for basic chat,… | 29 | 1956 | active |
| 12britz/awesome-free-models A curated awesome-list of free AI models, APIs, and tools, covering open-weight models, free API tiers, local inference tools, and the surr… | 58 | 1934 | active |
| ray-project/llm-applications A comprehensive tutorial repository (Jupyter notebooks plus guide) for building production-grade RAG-based LLM applications using Ray. It c… | 62 | 1855 | active |
| Mathews-Tom/Agentic-Design-Patterns A community-compiled repository containing the full text of the book 'Agentic Design Patterns' by Antonio Gulli and Mauro Sauco, organized … | 35 | 1834 | active |
| SocialAI-tianji/Tianji Tianji is an open-source Chinese-language LLM application and tutorial project focused on social nuance ('renqing shigu') scenarios, coveri… | 35 | 1822 | active |
| peremartra/Large-Language-Model-Notebooks-Course A free, hands-on Jupyter Notebook course on building applications with Large Language Models, covering OpenAI and Hugging Face models, Lang… | 67 | 1821 | active |
| hymie122/RAG-Survey A curated collection of research papers on Retrieval-Augmented Generation (RAG) for AI-Generated Content, organized according to the author… | 25 | 1789 | active |
| DjangoPeng/openai-quickstart A comprehensive open-source tutorial and learning guide for developing applications with large language models, built as Jupyter Notebooks.… | 33 | 1773 | active |
| asinghcsu/AgenticRAG-Survey A survey repository accompanying the arXiv paper 'Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG', providing a taxonomy, v… | 42 | 1723 | active |
| R6410418/Jackrong-llm-finetuning-guide An open-source educational knowledge base covering LLM fine-tuning, dataset distillation, reinforcement learning workflows (SFT, GRPO, GSPO… | 56 | 1665 | active |
| lizhe2004/Awesome-LLM-RAG-Application A curated awesome-list of resources for building LLM applications using the RAG (Retrieval-Augmented Generation) pattern. It collects paper… | 58 | 1650 | active |
| NirDiamant/Controllable-RAG-Agent A tutorial repository demonstrating an advanced, controllable RAG agent for complex question answering, built with a deterministic graph-ba… | 63 | 1621 | active |
| emarco177/langchain-course A project-based open-source course teaching how to build AI agents with LangChain v1+ and LangGraph in Python. It includes seven hands-on p… | 73 | 1615 | active |
| pguso/rag-from-scratch An educational repository that teaches Retrieval-Augmented Generation (RAG) by building it step by step from scratch in JavaScript, using l… | 49 | 1607 | active |
| wasiahmad/Awesome-LLM-Synthetic-Data A curated awesome-list of papers, tools, and blogs about synthetic data generation with large language models. It organizes resources by su… | 34 | 1551 | active |
| JayLZhou/GraphRAG DIGIMON is a Python research framework that modularizes and decouples graph-based Retrieval-Augmented Generation (GraphRAG) methods for in-… | 35 | 1538 | active |
| neural-maze/philoagents-course An open-source course teaching how to build an AI-powered game simulation engine where agents impersonate historical philosophers like Plat… | 42 | 1537 | active |
| aws-samples/amazon-bedrock-samples A collection of Jupyter notebook examples and guides for getting started with Amazon Bedrock, AWS's managed generative AI service. It cover… | 73 | 1496 | active |
| soluckysummer/n8n_workflows A collection of ready-to-import n8n workflow JSON configuration files shared alongside a YouTube channel's tutorials. Workflows cover AI ag… | 47 | 1482 | active |
| Ramakm/ai-hands-on A collection of Jupyter notebooks and supporting files that teach AI engineering from first principles, covering math, PyTorch, neural netw… | 60 | 1432 | active |
| Chainlit/cookbook A collection of example demo projects showing how to build chatbot UIs with Chainlit, a Python framework for conversational AI applications… | 47 | 1424 | active |
| felladrin/awesome-ai-web-search A curated awesome-list of open-source software that combines Large Language Models with web search, organized as a timeline. It covers tool… | 65 | 1417 | active |
| benman1/generative_ai_with_langchain Companion code repository for the Packt book 'Generative AI with LangChain, Second Edition', containing Jupyter notebook examples for build… | 72 | 1411 | active |
| KalyanKS-NLP/rag-zero-to-hero-guide A comprehensive open-source guide and course for learning Retrieval-Augmented Generation (RAG) from basics to advanced topics. It includes … | 26 | 1410 | active |
| lizhe2004/chatbot-list A curated list of articles, talks, and slides about intelligent customer service and chatbot applications, architectures, and algorithms, p… | 49 | 1394 | active |
| ykhli/local-ai-stack A starter kit (boilerplate) for building fully local AI applications with zero API costs, beginning with a document Q&A chat app. It combin… | 27 | 1391 | active |
| Danielskry/Awesome-RAG A curated awesome list cataloging tools, frameworks, techniques, and learning materials for building Retrieval-Augmented Generation (RAG) s… | 66 | 1349 | active |
| jxzhangjhu/Awesome-LLM-RAG A curated awesome-list of advanced papers, tutorials, workshops, and resources on Retrieval Augmented Generation (RAG) in Large Language Mo… | 69 | 1343 | active |
| nichtdax/awesome-totally-open-chatgpt A curated awesome-list cataloging fully open-source alternatives to ChatGPT, covering instruct-finetuned language model projects. Entries a… | 30 | 4785 | maintenance |
| Azure-Samples/openai A collection of Jupyter Notebook code samples and starter templates for Azure OpenAI Service and Azure AI Foundry, complementing the OpenAI… | 74 | 1342 | active |
| AutoTrustAI/PaperGuru-Benchmark PaperGuru is a benchmark and research repository for Lifecycle-Aware Memory (LAM), a long-term memory primitive for long-horizon LLM agents… | 53 | 1324 | active |
| Tebmer/Awesome-Knowledge-Distillation-of-LLMs A curated awesome-list of research papers accompanying the survey 'A Survey on Knowledge Distillation of Large Language Models'. It organiz… | 30 | 1305 | active |
| datascale-ai/data_engineering_book An open-source book (with GitHub Pages site and runnable Python code) on data engineering for large language models, covering pretraining d… | 65 | 1300 | active |
| NVIDIA/dgx-spark-playbooks A collection of step-by-step playbooks (Jupyter Notebook-based guides) for setting up AI/ML workloads on NVIDIA DGX Spark devices with Blac… | 60 | 1299 | active |
| AgenticHealthAI/Awesome-AI-Agents-for-Healthcare A curated awesome-list of research papers, projects, and resources on agentic AI and AI agents applied to healthcare, maintained alongside … | 61 | 1231 | active |
| IAAR-Shanghai/Awesome-AI-Memory A curated, continuously updated knowledge base (awesome list) on AI memory for LLMs and agents, collecting research papers, frameworks, ben… | 61 | 1196 | active |
| a16z-infra/ai-getting-started A JavaScript/TypeScript starter stack for building AI weekend projects, combining Next.js, Clerk auth, Pinecone/pgvector vector stores, Lan… | 29 | 4141 | maintenance |
| togethercomputer/together-cookbook A collection of Jupyter notebook recipes and guides demonstrating how to build applications with open-source models using the Together AI A… | 63 | 1182 | active |
| frank890417/taiwan-md Taiwan.md is an open-source, AI-friendly curated knowledge base about Taiwan, written in Traditional Chinese as the single source of truth … | 81 | 1164 | active |
| handsome-rich/Awesome-Auto-Research-Tools A curated awesome-list of open-source projects that automate scientific research, spanning autonomous research systems, deep literature syn… | 59 | 1164 | active |
| DataExpert-io/llm-driven-data-engineering A public educational repository accompanying DataExpert's bootcamp course on LLM-driven data engineering concepts. It contains Python labs … | 28 | 1156 | active |
| AlibabaCloudDocs/aliyun_acp_learning Alibaba Cloud's ACP (Advanced Cloud Professional) certification course for large language model engineering, delivered as Jupyter Notebook … | 66 | 1131 | active |
| elastic/elasticsearch-labs A collection of executable Python notebooks and example applications from Elastic demonstrating how to use Elasticsearch as a vector databa… | 74 | 1123 | active |
| LangChain-OpenTutorial/LangChain-OpenTutorial An open-source tutorial repository of Jupyter notebooks teaching LangChain and LangGraph, from basics to advanced features. It is maintaine… | 42 | 1108 | active |
| 0xSojalSec/LLMs-local A curated awesome-list of platforms, tools, models, and resources for running large language models locally. It covers inference engines, U… | 55 | 1087 | active |
| neural-maze/realtime-phone-agents-course A hands-on course repository teaching how to build realtime AI voice agents that handle live phone calls. It covers FastRTC for low-latency… | 53 | 1085 | active |
| yunwei37/Prompt-Engineering-Guide-zh-CN A Chinese translation of the Prompt Engineering Guide, a curated collection of guides, papers, lectures, notebooks, and resources for promp… | 67 | 1052 | active |
| xiaowu0162/LongMemEval LongMemEval is a benchmark of 500 high-quality questions for evaluating the long-term memory abilities of chat assistants across five skill… | 58 | 1035 | active |
| AlphaFin-proj/AlphaFin AlphaFin is a financial analysis benchmark dataset plus StockGPT chat models and the Stock-Chain retrieval-augmented framework, targeting s… | 59 | 1029 | active |
| OSU-NLP-Group/Mind2Web Mind2Web is the first dataset and benchmark for developing and evaluating generalist LLM-based web agents that follow natural language inst… | 52 | 1021 | active |
| krishnaik06/Roadmap-To-Learn-Agentic-AI A curated roadmap repository linking YouTube playlists and resources for learning to build agentic AI systems, covering Python, NLP, deep l… | 37 | 1015 | active |
| mrdbourke/simple-local-rag A tutorial repository by mrdbourke teaching how to build a retrieval-augmented generation (RAG) pipeline from scratch that runs entirely lo… | 25 | 1011 | active |
| iusztinpaul/hands-on-llms A free open-source course teaching LLMs, LLMOps, and vector databases by building a real-time financial advisor LLM system with training, s… | 10 | 3422 | maintenance |
| fufankeji/LLMs-Technology-Community-Beyondata A Chinese-language LLM technology community repository offering full-pipeline tutorials for large language models, covering environment set… | 42 | 1009 | active |
| hwchase17/langchain-hub LangChainHub is a community repository of reusable LangChain artifacts such as prompts, chains, and agents, inspired by Hugging Face Hub. I… | 10 | 3415 | maintenance |
| km1994/LLMsNineStoryDemonTower A curated Chinese-language tutorial collection ('Nine-Story Demon Tower') covering hands-on practice with open-source LLMs such as ChatGLM,… | 30 | 2168 | maintenance |
| supabase-community/nextjs-openai-doc-search A Next.js starter template for building a custom ChatGPT-style documentation search over your own .mdx content. It generates OpenAI embeddi… | 67 | 1732 | maintenance |
| langchain-ai/streamlit-agent A collection of reference implementations of LangChain agents built as Streamlit apps, including streaming chat, memory, search-enabled cha… | 10 | 1643 | maintenance |
| samwit/langchain-tutorials A collection of Jupyter Notebook tutorials for LangChain accompanying a YouTube playlist. It covers hands-on examples of building LLM appli… | 29 | 1553 | maintenance |
| FullStackRetrieval-com/RetrievalTutorials A collection of Jupyter Notebook tutorials and guides teaching retrieval and Retrieval Augmented Generation (RAG) for LLM applications, fro… | 26 | 1482 | maintenance |
| a16z-infra/llm-app-stack A curated reference list from a16z cataloging tools, projects, and vendors at each layer of the LLM application stack, from data pipelines … | 28 | 1319 | maintenance |
| curiousily/Get-Things-Done-with-Prompt-Engineering-and-LangChain A collection of Jupyter notebook tutorials on prompt engineering and LangChain for building LLM applications with ChatGPT/GPT-4 and open mo… | 30 | 1250 | maintenance |
| samwit/llm-tutorials A collection of Jupyter Notebook tutorials accompanying Sam Witteveen's YouTube channel on large language models. It covers hands-on exampl… | 29 | 1163 | maintenance |
| SCIR-HI/Med-ChatGLM An open-source project providing a Chinese medical instruction-tuned version of ChatGLM-6B, built from a medical knowledge graph and GPT-3.… | 30 | 1037 | maintenance |
| daveebbelaar/langchain-experiments A collection of Jupyter Notebook experiments demonstrating how to build LLM-powered applications with the LangChain library and OpenAI mode… | 30 | 1140 | experimental |
| dennybritz/chatbot-retrieval A reference implementation of the Dual LSTM Encoder model for retrieval-based dialog response selection, built in TensorFlow and trained on… | 32 | 1570 | abandoned |
| fighting41love/funNLP A large curated collection of Chinese and multilingual NLP resources, including corpora, lexicons, pretrained models, tools, and code for t… | 32 | 82695 | active |
| jingyaogong/minimind MiniMind is an open-source project that trains tiny (64M-parameter) large language models completely from scratch in pure PyTorch, covering… | 62 | 55036 | active |
| Lordog/dive-into-llms A free series of hands-on programming tutorials (in Chinese) for getting started with large language models, derived from Shanghai Jiao Ton… | 36 | 50262 | active |
| AccumulateMore/CV A comprehensive collection of Chinese-language Jupyter Notebook study notes covering deep learning, computer vision, NLP, and LLM agents, b… | 73 | 23416 | stable |
| anthropics/courses Anthropic's official educational courses covering the Claude API, prompt engineering, prompt evaluations, and tool use. Content is delivere… | 47 | 22699 | active |
| stefan-jansen/machine-learning-for-trading Companion code repository for the book 'Machine Learning for Trading, 3rd Edition' by Stefan Jansen, containing 446+ Jupyter notebooks acro… | 86 | 20669 | active |
| ZJU-LLMs/Foundations-of-LLMs An open-source Chinese-language textbook from Zhejiang University covering the foundations of large language models, including language mod… | 49 | 17636 | active |
| wdndev/llm_interview_note A curated Chinese-language study guide and interview question bank covering large language model fundamentals, architectures, training, and… | 66 | 14963 | active |
| alirezadir/AIMLInterviews A curated study guide for AI and machine learning technical interviews at big tech companies, covering DSA coding, ML coding, ML/LLM fundam… | 76 | 9474 | active |
| MoonshotAI/Kimi-K3 Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model from Moonshot AI, built on Kimi Delta Attention and Attention Res… | 56 | 8632 | active |
| nndl/llm-beginner A step-by-step beginner tutorial series (with a companion textbook) for learning large language models and agents through six progressive h… | 79 | 6681 | active |
| KalyanM45/AI-Project-Gallery A curated gallery of artificial intelligence projects spanning machine learning, deep learning, NLP, computer vision, and generative AI, ea… | 71 | 6404 | active |
| ashishps1/learn-ai-engineering A curated collection of free resources for learning AI engineering from scratch, covering math foundations, Python, machine learning, deep … | 49 | 5961 | active |
| tensorchord/Awesome-LLMOps A curated awesome-list cataloging the best LLMOps tools for developers, covering models, serving, security, training, data management, depl… | 70 | 5921 | active |
| coleam00/ottomator-agents A collection of open source AI agent source code and workflow JSONs hosted on the oTTomator Live Agent Studio platform. It serves as both a… | 44 | 5744 | active |
| OpenBMB/ToolBench ToolBench is an open-source platform for training, serving, and evaluating large language models on tool use, built around a large-scale in… | 39 | 5732 | active |
| lonePatient/awesome-pretrained-chinese-nlp-models A curated awesome-list cataloging high-quality Chinese pretrained NLP models, multimodal models, and large language models, organized by ca… | 76 | 5583 | active |
| datawhalechina/tiny-universe An open-source Chinese-language tutorial series ('Tiny-Universe') that teaches building large language model systems from scratch, covering… | 55 | 5028 | active |
| changyeyu/LLM-RL-Visualized A curated collection of 100+ original SVG architecture diagrams explaining LLM, VLM, and reinforcement learning algorithms (RLHF, PPO, GRPO… | 62 | 4819 | active |
| nlp-with-transformers/notebooks A collection of Jupyter notebooks containing the example code from the O'Reilly book 'Natural Language Processing with Transformers'. The n… | 70 | 4800 | active |
| afshinea/stanford-cme-295-transformers-large-language-models A multilingual VIP cheatsheet summarizing key concepts from Stanford's CME 295 Transformers & Large Language Models course, distributed as … | 57 | 4656 | active |
| google-gemma/cookbook A collection of guides, tutorials, and example notebooks for Google's Gemma family of open models, including variants like CodeGemma, MedGe… | 68 | 3984 | active |
| gyoridavid/ai_agents_az A collection of n8n workflow templates accompanying the 'AI Agents A-Z' YouTube tutorial series, covering AI agents for video generation, s… | 46 | 3845 | active |
| yuanzhoulvpi2017/zero_nlp A Chinese-language NLP training framework and tutorial collection built on PyTorch and Hugging Face Transformers, covering fine-tuning of l… | 47 | 3834 | active |
| eosphoros-ai/Awesome-Text2SQL A curated awesome-list of tutorials, papers, datasets, and resources for Text2SQL and related natural-language-to-structured-output tasks (… | 57 | 3743 | active |
| hemansnation/AI-Engineer-Headquarters An open-source, action-oriented curriculum and learning roadmap for becoming an AI engineer, covering ML, MLOps, LLMs, RAG systems, fine-tu… | 55 | 3673 | active |
| RKiding/Awesome-finance-skills A curated collection of plug-and-play Agent Skills that equip LLM-based AI agents with financial analysis capabilities, including real-time… | 49 | 2812 | active |
| underlines/awesome-ml A curated awesome-list of machine learning resources covering LLMs, image, video, and audio models, plus analytics and data science. It org… | 40 | 2719 | active |
| huggingface/cookbook A community-driven collection of Jupyter notebooks from Hugging Face demonstrating practical AI application building with open-source tools… | 71 | 2711 | active |
| qibin0506/Cortex Cortex is an open-source educational project that walks through building a large language model from scratch, covering the full training li… | 63 | 2689 | active |
| LearnPrompt/LearnPrompt A permanently free, open-source Chinese-language AIGC course and learning path covering AI coding tools (Claude Code, Codex), agent enginee… | 74 | 2599 | active |
| ForceInjection/AI-fundamentals A comprehensive Chinese-language learning resource collection covering the full AI infrastructure stack, from GPU/TPU hardware architecture… | 69 | 2376 | active |
| open-thoughts/open-thoughts OpenThoughts is a community project curating fully open datasets for training reasoning models, including OpenThoughts3-1.2M and OpenThinke… | 45 | 2323 | active |
| beir-cellar/beir BEIR is a heterogeneous benchmark for information retrieval, aggregating 15+ diverse IR datasets with a common evaluation framework for NLP… | 47 | 2275 | active |