resource: rag
229 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| Shubhamsaboo/awesome-llm-apps A curated collection of 100+ open-source AI agents, agent skills, and RAG applications built in Python, released under Apache-2.0. It serve… | 69 | 134607 | active |
| microsoft/generative-ai-for-beginners A free 21-lesson curriculum from Microsoft teaching how to build applications with generative AI and large language models. It includes Jup… | 73 | 118609 | active |
| dair-ai/Prompt-Engineering-Guide A comprehensive open-source guide by DAIR.AI collecting papers, lessons, notebooks, and resources on prompt engineering, context engineerin… | 63 | 77807 | active |
| openai/openai-cookbook The OpenAI Cookbook is a collection of example code and guides for accomplishing common tasks with the OpenAI API, primarily written as Pyt… | 77 | 75571 | active |
| datawhalechina/hello-agents Hello-Agents is a free, open-source tutorial from the Datawhale community that teaches how to build AI-native intelligent agents from scrat… | 73 | 75072 | active |
| microsoft/ai-agents-for-beginners An 18-lesson open course from Microsoft teaching how to build AI agents, delivered as Jupyter Notebooks with code samples using frameworks … | 66 | 73281 | active |
| anthropics/claude-cookbooks A collection of Jupyter notebook recipes and guides from Anthropic demonstrating effective ways to use the Claude API. It covers capabiliti… | 72 | 52173 | active |
| bojieli/ai-agent-book An open-source Chinese-language book, 'AI Agents in Depth: Design Principles and Engineering Practice', covering AI agent design across 10 … | 71 | 42509 | active |
| deepseek-ai/awesome-deepseek-integration A curated awesome-list cataloging software that integrates the DeepSeek API, spanning applications, agent/RAG frameworks, editor extensions… | 57 | 38971 | active |
| patchy631/ai-engineering-hub A curated collection of 90+ production-ready tutorial projects on LLMs, RAG, AI agents, and MCP, organized by difficulty from beginner to a… | 66 | 37186 | active |
| datawhalechina/happy-llm Happy-LLM is a free, open-source Chinese-language tutorial by Datawhale that teaches large language model principles from scratch, covering… | 70 | 33272 | active |
| datawhalechina/self-llm A Chinese-language open-source tutorial guide (Datawhale) for deploying, using, and fine-tuning open-source large language models and multi… | 71 | 31927 | active |
| NirDiamant/RAG_Techniques A community-driven collection of 42+ runnable Jupyter notebook tutorials covering Retrieval-Augmented Generation (RAG) techniques from foun… | 72 | 29232 | active |
| HandsOnLLM/Hands-On-Large-Language-Models The official companion code repository for the O'Reilly book 'Hands-On Large Language Models' by Jay Alammar and Maarten Grootendorst, cont… | 59 | 28623 | active |
| humanlayer/12-factor-agents A guide of twelve principles for building reliable, production-grade LLM-powered agent applications, inspired by 12 Factor Apps. It include… | 39 | 25510 | active |
| enescingoz/awesome-n8n-templates A curated awesome-list collection of 280+ ready-to-use n8n workflow templates covering Gmail, Telegram, Slack, Discord, WhatsApp, Notion, O… | 64 | 24961 | active |
| liguodongiot/llm-action A curated Chinese-language knowledge base covering large language model engineering, including training, fine-tuning, inference, compressio… | 71 | 24958 | active |
| datawhalechina/llm-cookbook A Chinese-language LLM developer tutorial based on Andrew Ng's large model course series, translated and adapted by Datawhale. It covers pr… | 32 | 24590 | active |
| NirDiamant/GenAI_Agents A curated collection of 50+ Jupyter notebook tutorials and reference implementations for Generative AI agent techniques, spanning simple co… | 67 | 23996 | active |
| NirDiamant/agents-towards-production A collection of code-first Jupyter notebook tutorials for building production-grade generative AI agents, covering topics like stateful wor… | 62 | 21334 | active |
| meta-llama/llama-cookbook Meta's official collection of Jupyter notebook recipes and guides for building with the Llama model family, covering inference, fine-tuning… | 63 | 18558 | active |
| google-gemini/gemini-fullstack-langgraph-quickstart A quickstart template demonstrating a fullstack AI research agent built with a React frontend and a LangGraph backend powered by Google Gem… | 58 | 18322 | active |
| muratcankoylan/Agent-Skills-for-Context-Engineering A curated collection of Agent Skills (documentation/playbooks) for context engineering and multi-agent architecture, written in Python and … | 73 | 17838 | active |
| GoogleCloudPlatform/generative-ai A collection of Jupyter notebooks, code samples, and sample apps demonstrating how to use generative AI on Google Cloud, including Gemini m… | 74 | 17630 | active |
| anthropics/claude-quickstarts A collection of official Anthropic quickstart projects demonstrating how to build deployable applications with the Claude API, including cu… | 67 | 17525 | active |
| n8n-io/self-hosted-ai-starter-kit A Docker Compose template from n8n that spins up a local, self-hosted AI development environment bundling n8n, Ollama, Qdrant, and PostgreS… | 68 | 15208 | active |
| LlamaChinese/Llama-Chinese A Chinese-language open-source community hub for the Llama large language model ecosystem, aggregating learning resources, pretrained and f… | 35 | 14738 | active |
| datawhalechina/llm-universe A Chinese-language open-source tutorial from Datawhale that teaches beginner developers how to build LLM applications through a hands-on pe… | 60 | 13863 | active |
| Arindam200/awesome-ai-apps A curated awesome-list of 131 open-source example projects, tutorials, and recipes for building LLM-powered applications such as agents, RA… | 64 | 13511 | active |
| EmbraceAGI/awesome-chatgpt-zh A curated Chinese-language guide (awesome list) to ChatGPT and modern large language models, covering prompt engineering, application devel… | 75 | 11660 | active |
| aws/amazon-sagemaker-examples The official collection of example Jupyter notebooks from the Amazon SageMaker team demonstrating how to build, train, tune, deploy, and mo… | 66 | 10980 | active |
| ConardLi/garden-skills A curated collection of production-ready Agent Skills (SKILL.md format) for AI coding agents like Claude Code, Cursor, and Codex, covering … | 75 | 10912 | active |
| svcvit/Awesome-Dify-Workflow A curated collection of ready-to-import Dify DSL workflow templates for personal use and learning, covering features like task parallelism,… | 57 | 10760 | active |
| datawhalechina/all-in-rag An open-source Chinese-language tutorial (Datawhale) providing a full-stack guide to Retrieval-Augmented Generation (RAG) for LLM applicati… | 61 | 10622 | active |
| kyrolabs/awesome-langchain A curated awesome list of tools, projects, ports, and learning resources built around the LangChain LLM framework. It tracks the growing La… | 74 | 9508 | active |
| jasontang-ai/Context-Engineering A first-principles handbook and course on context engineering — designing, orchestrating, and optimizing the full information payload given… | 49 | 9228 | active |
| langchain-ai/rag-from-scratch A set of Jupyter notebooks and an accompanying YouTube video playlist from LangChain that teach retrieval-augmented generation (RAG) from f… | 38 | 9196 | active |
| liaokongVFX/LangChain-Chinese-Getting-Started-Guide A Chinese-language getting-started tutorial for LangChain, explaining core concepts like loaders, document splitting, vector stores, and ch… | 65 | 9104 | active |
| adongwanai/AgentGuide AgentGuide is an open-source, job-oriented learning guide for AI Agent development, covering LangGraph, advanced RAG, fine-tuning, and rein… | 61 | 8836 | active |
| jamwithai/production-agentic-rag-course A learner-focused course repository that walks through building a production-grade RAG system (an arXiv paper curator) week by week, coveri… | 65 | 8499 | active |
| xindoo/agentic-design-patterns A Chinese translation project of the book 'Agentic Design Patterns', systematically covering 21 core design patterns for building AI agent … | 84 | 7845 | active |
| PKU-YuanGroup/ChatLaw ChatLaw is a family of large language models and a multi-agent legal assistant tailored for Chinese legal language processing, built on a M… | 29 | 7588 | active |
| luhengshiwo/LLMForEverybody A curated collection of LLM learning materials including interview question banks, systematic paper walkthroughs (Transformer, GPT, BERT, e… | 67 | 7213 | active |
| ed-donner/llm_engineering A companion repository of Jupyter Notebook exercises and projects for Ed Donner's 'Mastering LLM Engineering' course, an 8-week program cov… | 67 | 7157 | active |
| DataTalksClub/llm-zoomcamp LLM Zoomcamp is a free, open-source 10-week online course by DataTalks.Club on building real-life LLM applications, including RAG, vector s… | 69 | 7125 | active |
| datawhalechina/Agent-Learning-Hub A curated AI Agent learning roadmap and resource collection maintained by Datawhale, organized as an actionable todo list with stages from … | 56 | 7105 | active |
| huggingface/smol-course A free, open-source course from Hugging Face on aligning small language models (SmolLM3, SmolVLM2) to specific use cases, covering instruct… | 66 | 6731 | active |
| promptslab/Awesome-Prompt-Engineering A hand-curated awesome-list of prompt engineering and context engineering resources for large language models like GPT, ChatGPT, and PaLM. … | 75 | 6292 | active |
| wassupjay/n8n-free-templates A curated collection of 200+ ready-to-import n8n workflow JSON templates combining classic automation with AI components like vector databa… | 34 | 6165 | active |
| PacktPublishing/LLM-Engineers-Handbook The official companion repository for the book 'LLM Engineer's Handbook' by Paul Iusztin and Maxime Labonne, containing Python code for bui… | 60 | 5296 | active |
| SylphAI-Inc/LLM-engineer-handbook A curated list of Large Language Model resources covering the full LLM lifecycle: pretraining, fine-tuning, serving, prompt management, and… | 38 | 5023 | active |
| Hoper-J/AI-Guide-and-Demos-zh_CN A Chinese-language step-by-step guide and demo code collection for getting started with AI and LLMs, covering API usage, local model deploy… | 66 | 4465 | active |
| daveebbelaar/ai-cookbook A collection of examples and tutorials with copy/paste code snippets for building AI systems with LLMs. It covers agents, OpenAI, Anthropic… | 61 | 4392 | active |
| decodingai-magazine/llm-twin-course A free hands-on course (source code plus 12 lessons) that teaches how to build an end-to-end production-ready LLM and RAG system by creatin… | 60 | 4385 | active |
| oracle-devrel/oracle-ai-developer-hub A curated collection of technical resources, reference applications, and tutorials for building AI applications, agents, and systems on Ora… | 61 | 4350 | active |
| ogx-ai/llama-stack-apps A collection of example applications and demo scripts built on top of Llama Stack, showing how to build agentic applications with Llama mod… | 10 | 4302 | active |
| mongodb-developer/GenAI-Showcase MongoDB's official showcase repository of Jupyter notebooks, sample apps, and workshops demonstrating Retrieval-Augmented Generation (RAG),… | 70 | 4260 | active |
| NVIDIA/GenerativeAIExamples A collection of NVIDIA reference workflows, notebooks, and example projects for building generative AI systems on accelerated infrastructur… | 62 | 4160 | active |
| bragai/bRAG-langchain A collection of Jupyter notebooks teaching how to build Retrieval-Augmented Generation (RAG) applications, from basic pipelines to advanced… | 64 | 4149 | active |
| didilili/ai-agents-from-zero A comprehensive open-source Chinese-language tutorial and learning roadmap for building AI agents and LLM applications, covering LangChain,… | 55 | 4094 | active |
| GiovanniPasq/agentic-rag-for-dummies A tutorial-style repository and modular reference implementation for building Agentic RAG systems with LangGraph. It combines learning mate… | 78 | 3969 | active |
| coleam00/local-ai-packaged A Docker Compose template that bootstraps a complete self-hosted local AI stack, bundling Ollama, n8n, Supabase, Open WebUI, Flowise, Neo4j… | 58 | 3763 | active |
| wzhe06/Reco-papers A curated, continuously updated collection of classic and industry papers, learning materials, and talks on recommender systems, organized … | 53 | 3570 | active |
| filipecalegario/awesome-generative-ai A curated awesome-list of Generative AI tools, models, papers, courses, and references covering text, image, code, and audio generation. It… | 58 | 3527 | active |
| DSXiangLi/DecryptPrompt A curated Chinese-language collection of LLM and prompt engineering resources, including open-source models, datasets, frameworks, and AIGC… | 67 | 3434 | active |
| Sumanth077/ai-engineering-toolkit A curated list of 100+ libraries and frameworks for AI engineers building with large language models, covering vector databases, orchestrat… | 54 | 3378 | active |
| Meirtz/Awesome-Context-Engineering A curated awesome-list and survey of context engineering for LLMs and AI agents, collecting hundreds of papers, frameworks, and implementat… | 56 | 3283 | active |
| decodingai-magazine/second-brain-ai-assistant-course An open-source course by Decoding AI that teaches building a production-ready 'Second Brain' AI assistant using agentic RAG, LLMs, fine-tun… | 55 | 3058 | active |
| evoiz/Agentic-Design-Patterns A companion repository for the book 'Agentic Design Patterns: A Hands-On Guide to Building Intelligent Systems' by Antonio Gulli, containin… | 59 | 3039 | active |
| pinecone-io/examples A collection of Jupyter Notebooks and sample applications from Pinecone for learning vector databases and common AI patterns like RAG and s… | 76 | 3037 | active |
| FreedomIntelligence/OpenClaw-Medical-Skills A curated open-source library of 869 medical and biomedical AI agent skills for the OpenClaw/NanoClaw Claude-based assistant frameworks. Ea… | 56 | 2973 | active |
| Sumanth077/Hands-On-AI-Engineering A curated collection of practical, production-ready AI engineering projects in Python, covering AI agents, RAG pipelines, OCR systems, and … | 65 | 2945 | active |
| ombharatiya/ai-system-design-guide An open-source, continuously updated guide to AI system design covering RAG architectures, LLM engineering, agentic AI, MCP/A2A protocols, … | 60 | 2885 | active |
| MARKTECHPOST-AI-MEDIA-INC/AI-Agents-Projects-Tutorials A curated collection of Jupyter notebook tutorials and implementations covering agentic AI, multi-agent systems, memory, planning, and reas… | 63 | 2881 | active |
| spring-ai-alibaba/examples A collection of example modules demonstrating Spring AI and Spring AI Alibaba usage, from basic chat and image generation to RAG, MCP, tool… | 62 | 2861 | active |
| langchain-ai/langchain-academy LangChain Academy's official set of Jupyter Notebook modules teaching foundational concepts of the LangChain ecosystem, with a focus on bui… | 62 | 2832 | active |
| rafska/awesome-local-llm A curated awesome-list of platforms, tools, models, tutorials, and resources for running large language models locally on your own hardware… | 62 | 2787 | active |
| echonoshy/cgft-llm A hands-on tutorial series (in Chinese) for learning large language model technologies, with Jupyter Notebook code, written docs, and video… | 60 | 2663 | active |
| InterviewReady/ai-engineering-resources A curated collection of research papers and blog posts to help software engineers transition into AI engineering. It organizes foundational… | 43 | 2633 | active |
| liyupi/yu-ai-agent A tutorial-based project by programmer Yupi teaching AI application development with Java 21, Spring Boot 3, and Spring AI. Learners build … | 47 | 2630 | active |
| DEEP-PolyU/Awesome-GraphRAG A curated awesome-list of resources on graph-based retrieval-augmented generation (GraphRAG), organized according to the authors' survey pa… | 60 | 2613 | active |
| RManLuo/Awesome-LLM-KG A curated awesome-list of papers and resources on unifying large language models with knowledge graphs. It tracks research on KG constructi… | 38 | 2613 | active |
| genieincodebottle/generative-ai A curated collection of Generative AI learning resources including a detailed roadmap, hands-on Jupyter Notebook projects, use cases, and i… | 71 | 2608 | active |
| athina-ai/rag-cookbooks A collection of Jupyter notebook cookbooks demonstrating advanced and agentic Retrieval-Augmented Generation (RAG) techniques, progressing … | 25 | 2568 | active |
| langchain-ai/langchain-nextjs-template A starter template scaffolding a LangChain.js application in Next.js, with example API routes for chat, structured output, agents, and RAG.… | 73 | 2521 | active |
| datawhalechina/handy-ollama An open-source Chinese-language tutorial (Datawhale) teaching how to deploy and run large language models locally with Ollama using only a … | 51 | 2510 | active |
| brexhq/prompt-engineering Brex's prompt engineering guide, a documentation-style resource covering strategies, guidelines, and safety recommendations for building sy… | 30 | 9585 | maintenance |
| hamzafarooq/building-llm-applications-from-scratch Open-sourced course materials (code and slides) for building LLM-powered applications from scratch, covering transformer architecture, retr… | 39 | 2390 | active |
| adithya-s-k/AI-Engineering.academy AI Engineering Academy is an open-source educational resource offering structured learning paths for applied AI, covering prompt engineerin… | 58 | 2377 | active |
| mistralai/cookbook A collection of Jupyter notebook examples and guides for using Mistral AI models via the Mistral API, contributed by Mistral and the commun… | 71 | 2317 | active |
| aws-samples/amazon-bedrock-workshop A hands-on workshop of Jupyter Notebook labs for Amazon Bedrock, AWS's managed foundation model service. It covers text generation, RAG wit… | 73 | 2193 | active |
| break-into-data/ai-engineer-toolkit A curated toolkit of frameworks, tools, and learning resources for becoming an AI engineer and building production-grade AI applications. I… | 39 | 2184 | active |
| Tongji-KGLLM/RAG-Survey A survey repository for Retrieval-Augmented Generation (RAG) for large language models, accompanying the arXiv paper 'Retrieval-Augmented G… | 26 | 2138 | active |
| ZJU4HealthCare/Foundations-of-Medical-LLMs An open-source Chinese-language textbook, 'Foundations of Medical Large Language Models', systematically covering medical AI and LLM fundam… | 53 | 2078 | active |
| teddylee777/langchain-kr A Korean-language tutorial collection for LangChain based on official docs, cookbooks, and practical examples, provided as Jupyter notebook… | 42 | 2042 | active |
| Andrew-Jang/RAGHub A community-driven curated directory of RAG (Retrieval-Augmented Generation) frameworks, engines, evaluation tools, and resources. It helps… | 65 | 1989 | active |
| NVIDIA-NeMo/Nemotron NVIDIA's developer asset hub for the Nemotron family of open LLMs, providing reproducible training recipes (pretraining, SFT, RL), usage co… | 64 | 1983 | active |
| vonzosten/awesome-LangGraph A curated awesome-list indexing the LangChain and LangGraph ecosystem, covering frameworks, tools, templates, community projects, and learn… | 63 | 1981 | active |
| InternLM/Tutorial A hands-on tutorial repository for the InternLM large language model ecosystem, structured as a multi-level challenge camp with tasks, docs… | 62 | 1972 | active |
| gkamradt/langchain-tutorials A collection of Jupyter notebook tutorials and example projects teaching the LangChain library, including a two-part cookbook covering core… | 31 | 7484 | maintenance |
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