AI 频道
RAG

开源 RAG 框架

检索增强生成(RAG)让大模型根据你自己的文档回答问题:文本先被切成小块、转成向量、存进索引,提问时把最相关的几块加进提示词。这里的项目覆盖整条管线,或其中一环:文档解析、向量检索,或者完整的问答应用。

怎么选

RAG 的回答质量主要取决于检索,而不是模型。比较时看:它怎么处理 PDF、表格、扫描件这类难文档;是否支持关键词加向量的混合检索和重排序;以及能不能显示答案出自哪些来源。

Star 最多的项目

第 121–144 个,共 176 个
griptape-ai

griptape

2,577

Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory.

Python
Agent-Field

agentfield

2,562

Build, run and scale AI agents like API and microservices

Go
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.

Go
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
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.

C#
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

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

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

Python
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

robustmq

1,803

人工智能时代的通信基础设施,一个二进制文件,一个代理,一个存储层,任何协议。

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

一个 Go 框架,用于构建具有图形工作流程、工具、内存、A2A、AG-UI、MCP、评估和可观察性的生产代理系统。

Go
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