RAG

Open-Source-RAG-Frameworks

Retrieval-Augmented Generation (RAG) lässt ein Sprachmodell aus Ihren eigenen Dokumenten antworten. Der Text wird in Abschnitte zerlegt, in Vektoren umgewandelt und in einem Index gespeichert; bei einer Frage werden die passendsten Abschnitte in den Prompt eingefügt. Die Projekte hier decken die ganze Pipeline oder einen Teil davon ab: Dokumentenanalyse, Vektorsuche oder eine fertige Frage-Antwort-Anwendung.

Worauf Sie achten sollten

Die Antwortqualität hängt bei RAG vor allem vom Retrieval ab, nicht vom Modell. Vergleichen Sie, wie ein Projekt mit schwierigen Dokumenten wie PDFs, Tabellen und Scans umgeht, ob es hybride Suche aus Schlüsselwörtern und Vektoren sowie Re-Ranking unterstützt und ob es zeigt, aus welchen Quellen eine Antwort stammt.

Projekte mit den meisten Sternen

121–144 von 176

Agent-Field

agentfield

★ 2.562

Build, run and scale AI agents like API and microservices

Natively-AI-assistant

natively-cluely-ai-assistant

★ 2.516

Natively — Free open-source AI meeting assistant, interview copilot, and note taker. The best alternative to Cluely, Otter, Granola, Final Round AI, Fireflies, and Interview Coder. Real-time transcription, AI meeting notes, lecture recording, local RAG, BYOK, and stealth mode. Runs locally. No subscriptions. No data breaches.

TypeScript

Zleap-AI

SAG

★ 2.487

A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.

Python

UnicomAI

wanwu

★ 2.472

China Unicom's Yuanjing Wanwu Agent Platform is an enterprise-grade, multi-tenant AI agent development platform. It helps users build applications such as intelligent agents, workflows, and rag, and also supports model management. The platform features a developer-friendly license, and we welcome all developers to build upon the platform.

milvus-io

bootcamp

★ 2.444

Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

Jupyter Notebook

0xMassi

webclaw

★ 2.345

Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.

Rust

lioensky

VCPToolBox

★ 2.300

VCP 部署在 AI 模型 API 与前端应用之间，是面向AGI OS开发和探索的工业级基建示范项目。通过统一指令协议、多层级持久化记忆、分布式插件引擎及多 Agent 协作框架，将原本“无状态、无记忆、无工具调用能力”的大语言模型，彻底改造成拥有永久自我意识、物理世界操作权及群体协作智能的完整智能体系统。

JavaScript

Astro-Han

karpathy-llm-wiki

★ 2.249

Agent Skills-compatible LLM wiki for Claude Code, Cursor, and Codex. Build a Karpathy-style knowledge base from raw sources, citations, and linting.

Python

microsoft

kernel-memory

★ 2.235

Research project. A Memory solution for users, teams, and applications.

samchon

nestia

★ 2.177

NestJS Helper + AI Chatbot Development

TypeScript

zhimaAi

chatwiki

★ 2.076

ChatWiki 微信公众号的AI知识库工作流Agent平台，RAG大模型AI客服机器人，致力于成为垂直领域的coze、n8n。

Vue

future-agi

★ 2.007

Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.

Python

Andrew-Jang

RAGHub

★ 1.998

A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources. Contribute and explore the evolving RAG ecosystem.

szczyglis-dev

py-gpt

★ 1.918

Desktop AI Assistant powered by GPT-5, GPT-4, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, speech synthesis and recognition, web search, memory, presets, assistants,and more. Linux, Windows, Mac

Python

vstorm-co

full-stack-ai-agent-template

★ 1.895

Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.

Python

safe-graph

graph-fraud-detection-papers

★ 1.893

A curated list of Graph/Transformer-based fraud, anomaly, and outlier detection papers & resources

MicrosoftDocs

mcp

★ 1.889

Official Microsoft Learn MCP Server and CLI tool – powering LLMs and AI agents with real-time, trusted Microsoft docs & code samples.

TypeScript

BidingCC

BuildingAI

★ 1.886

AI时代的WordPress，东半球首个积木式AI应用搭建系统，人人都可免费搭建自己的AI应用系统，例如企业智能体系统、AI漫剧系统、AI论文学术系统、AI客服系统...

TypeScript

zhaoyang97

Paper-Notes

★ 1.869

📚 数千篇 AI、LLM、NLP、CV 顶会论文解读，每篇 5 分钟读懂核心思想。

Python

thinkwee

AgentsMeetRL

★ 1.842

Awesome List for Agentic RL

HTML

robustmq

★ 1.803

Kommunikationsinfrastruktur für das KI-Zeitalter, eine Binärdatei, ein Broker, eine Speicherschicht, jedes Protokoll.

Rust

onestardao

WFGY

★ 1.791

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.

Jupyter Notebook

trpc-group

trpc-agent-go

★ 1.787

Ein Go-Framework zum Aufbau von Produktionsagentensystemen mit Diagramm-Workflows, Tools, Speicher, A2A, AG-UI, MCP, Auswertung und Beobachtbarkeit.

SmartFlowAI

EmoLLM

★ 1.783

心理健康大模型 (LLM x Mental Health), Pre & Post-training & Dataset & Evaluation & Depoly & RAG, with InternLM / Qwen / Baichuan / DeepSeek / Mixtral / LLama / GLM series models

Python