RAG 框架

137 条

串联检索与生成的框架。

#仓库Stars
51SciPhi-AI/R2R
SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
8.1k
52xerrors/Yuxi
可私有部署的多租户知识智能体平台:统一 RAG、知识图谱、多智能体、MCP/Skills、沙盒与权限管理。Yuxi = Cloud Agents + Knowledge RAG, Self-hosted knowledge agent platform for RAG, knowledge graphs and multi-agent workflows.
7.6k
53luhengshiwo/LLMForEverybody
每个人都能看懂的大模型知识分享,LLMs春/秋招大模型面试前必看,让你和面试官侃侃而谈
7.5k
54vespa-engine/vespa
The AI search platform
7.2k
55dataease/SQLBot
🔥 基于大模型和 RAG 的智能问数系统,对话式数据分析神器。Text-to-SQL Generation via LLMs using RAG.
7.1k
56HelixDB/helix-db
HelixDB is an OLTP graph database with native vector and full-text search built in Rust on Object Storage.
6.3k
57ashishps1/learn-ai-engineering
Learn AI and LLMs from scratch using free resources
6.2k
58the-open-agent/openagent
⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org
5.7k
59volcengine/MineContext
MineContext is your proactive context-aware AI partner(Context-Engineering+ChatGPT Pulse)
5.5k
60PacktPublishing/LLM-Engineers-Handbook
The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices
5.4k
61datawhalechina/tiny-universe
《大模型白盒子构建指南》:一个全手搓的Tiny-Universe
5.1k
62truefoundry/cognita
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
4.4k
63GiovanniPasq/agentic-rag-for-dummies
A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.
4.4k
64bragai/bRAG-langchain
Everything you need to know to build your own RAG application
4.2k
65Sumanth077/Hands-On-AI-Engineering
A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.
4.1k
66TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials
Synapsa Commons: free, hands-on AI courses that run anywhere (Colab, Kaggle, Binder, Codespaces, Jupyter). EU AI Act conformity evidence, model validation, predictive maintenance, document extraction, retrieval and RAG, AI agents and MCP, a simulated humanoid. Every lesson autograded. From the team building Synapsa.
4.0k
67Ontos-AI/knowhere
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
4.0k
68HKUDS/VideoRAG
[KDD'2026] "VideoRAG: Chat with Your Videos"
3.5k
69pinecone-io/examples
Jupyter Notebooks to help you get hands-on with Pinecone vector databases
3.0k
70swirlai/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
71Zleap-AI/SAG
A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
2.9k
72illuin-tech/colpali
The code used to train and run inference with the ColVision models, e.g. ColPali, ColQwen2, and ColSmol.
2.8k
73liyupi/yu-ai-agent
编程导航 AI 开发实战新项目,基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus,覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、AI Agent 开发(Manas Java 实现)、Cursor AI 工具等核心知识。用一套教程将程序员必知必会的 AI 技术一网打尽,帮你成为 AI 时代企业的香饽饽,给你的简历和求职大幅增加竞争力。
2.8k
74vasu-devs/JustHireMe
Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.
2.3k
75samchon/nestia
NestJS Helper + AI Chatbot Development
2.2k
76agentset-ai/agentset
The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more.
2.1k
77HKUDS/MiniRAG
[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"
2.0k
78Andrew-Jang/RAGHub
A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources. Contribute and explore the evolving RAG ecosystem.
2.0k
79NVIDIA-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.
2.0k
80onestardao/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
81asinghcsu/AgenticRAG-Survey
Agentic-RAG explores advanced Retrieval-Augmented Generation systems enhanced with AI LLM agents.
1.7k
82undreamai/LLMUnity
Create characters in Unity with LLMs!
1.7k
83MLSysOps/MLE-agent
🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG
1.6k
84Danielskry/Awesome-RAG
😎 Awesome list of Retrieval-Augmented Generation (RAG) applications in Generative AI.
1.4k
85ClaudioDrews/memory-os
A 7-layer memory operating system for Hermes Agent — persistent memory with Qdrant, structured facts, fabric recall, auto-curated wiki, and surgical context injection. Runs locally, any LLM provider.
1.4k
86LangChat/langchat
LangChat 是Java&LangChain4j生态的开源 AI Agent 应用平台,支持多模型、Agent、知识库 RAG、Skills、MCP 与智能问数。
1.3k
87gomate-community/TrustRAG
TrustRAG:The RAG Framework within Reliable input,Trusted output
1.3k
88superlinear-ai/raglite
🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL
1.2k
89rudrankriyam/Foundation-Models-Framework-Lab
A practical lab for building, testing, and evaluating apps with Apple's Foundation Models framework.
1.2k
90NovaSearch-Team/RAG-Retrieval
Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.
1.1k
91PrithivirajDamodaran/FlashRank
Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.
1.0k
92OpenBMB/VisRAG
Parsing-free RAG supported by VLMs
990
93Raudaschl/rag-fusion
RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.
960
94weiwill88/Local_Pdf_Chat_RAG
Transparent Python RAG reference with FAISS + BM25 hybrid retrieval, reranking, Gradio UI, and FastAPI.
958
95weaviate/recipes
This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!
953
96microsoft/rag-time
RAG Time: A 5-week Learning Journey to Mastering RAG
918
97liweiphys/layra
LAYRA—an enterprise-ready, out-of-the-box solution—unlocks next-generation intelligent systems powered by visual RAG and limitless visual multi-step agent workflow orchestration.
897
98Azure-Samples/serverless-chat-langchainjs
Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure
868
99ImprintLab/Medical-Graph-RAG
A Graph RAG System for Evidenced-based Medical Information Retrieval [ACL 2025]
841
100verygoodplugins/automem
Long-term memory for AI assistants. Graph + vector store that recalls decisions, relationships, and context across sessions.
827