RAG

開源 RAG 框架

檢索增強生成（RAG）讓大型語言模型根據你自己的文件回答問題：文字先被切成小塊、轉成向量、存進索引，提問時把最相關的幾塊加進提示詞。這裡的專案涵蓋整條管線，或其中一環：文件解析、向量檢索，或完整的問答應用。

怎麼選

RAG 的回答品質主要取決於檢索，而不是模型。比較時看：它怎麼處理 PDF、表格、掃描檔這類困難文件；是否支援關鍵字加向量的混合檢索與重新排序；以及能否顯示答案出自哪些來源。

星數最多的專案

第 25–48 個，共 176 個

simstudioai

sim

★ 29,630

建置、部署和編排 AI 代理程式。 Sim 是 AI 員工團隊的中央智慧層。

TypeScript

NirDiamant

RAG_Techniques

★ 29,490

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

Jupyter Notebook

deepset-ai

haystack

★ 26,514

開源 AI 編排框架，用於建立上下文工程、生產就緒的 LLM 應用程式。透過對檢索、路由、記憶體和產生的明確控制來設計模組化管道和代理程式工作流程。專為可擴展代理、RAG、多模式應用程式、語義搜尋和對話系統而建置。

Python

promptfoo

★ 25,137

測試您的提示、代理和 RAG。 AI 紅隊/滲透測試/漏洞掃描。比較 GPT、Claude、Gemini、DeepSeek 等的效能。具有命令列和 CI/CD 整合的簡單聲明性配置。由 OpenAI 和 Anthropic 使用。

TypeScript

NirDiamant

GenAI_Agents

★ 24,294

50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.

Jupyter Notebook

Tencent

WeKnora

★ 23,952

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

AccumulateMore

CV

★ 23,709

✅（已完结）超级全面的深度学习笔记【土堆 Pytorch】【李沐动手学深度学习】【吴恩达深度学习】【大飞大模型Agent】

Jupyter Notebook

1Panel-dev

MaxKB

★ 22,798

MaxKB 是一個用於建立企業級代理的開源平台。。

Python

comet-ml

opik

★ 22,040

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

Python

NirDiamant

agents-towards-production

★ 21,459

End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

Jupyter Notebook

liyupi

程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程，分享 OpenClaw 保姆级教程、大模型玩法（DeepSeek / GPT / Gemini / Claude / GLM）、最新 AI 资讯、Prompt 提示词大全、AI 知识百科（Agent Skills / RAG / MCP / A2A）、AI 编程教程（Harness Engineering）、AI 工具用法（Cursor / Claude Code / TRAE / Codex / Copilot）、AI 开发框架教程（Spring AI / LangChain）、AI 产品变现指南，帮你快速掌握 AI 技术，走在时代前沿。本项目为开源文档 aiguide，已升级为鱼皮 AI 导航网站

JavaScript

eosphoros-ai

DB-GPT

★ 19,968

open-source agentic AI data assistant for the next generation of AI + Data products.

Python

elizaOS

eliza

★ 19,341

開源代理作業系統。 elizaOS 上的應用程式 elizaOS 運行應用程序，而不僅僅是代理。

TypeScript

stas00

ml-engineering

★ 18,997

Machine Learning Engineering Open Book

Python

metainternal

llama-cookbook

★ 18,560

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services

Jupyter Notebook

arc53

DocsGPT

★ 18,263

Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.

Python

langbot-app

LangBot

★ 17,831

Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, GLM, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow

Python

Canner

WrenAI

★ 17,649

GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data sources, such as BigQuery, Snowflake, PostgreSQL, ClickHouse, Amazon Redshift, Databricks and more.

Python

RyanCodrai

turbovec

★ 17,181

基於 TurboQuant 建構的向量索引，使用 Rust 編寫並結合 Python 綁定。

Python

MemoriLabs

Memori

★ 16,754

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.

Python

memvid

★ 16,542

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

Rust