AI 頻道
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 121–144 個,共 176 個
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
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
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

人工智慧時代的通訊基礎設施,一個二進位文件,一個代理,一個儲存層,任何協定。

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

一個 Go 框架,用於建立具有圖形工作流程、工具、記憶體、A2A、AG-UI、MCP、評估和可觀察性的生產代理系統。

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