開源 RAG 框架

undreamai

LLMUnity

★ 1,708

Create characters in Unity with LLMs!

FrigadeHQ

trench

★ 1,663

Trench — Open-Source Analytics Infrastructure. A single production-ready Docker image built on ClickHouse, Kafka, and Node.js for tracking events. Easily build product analytics dashboards, LLM RAGs, observability platforms, or any other analytics product.

pguso

rag-from-scratch

★ 1,629

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

NirDiamant

Controllable-RAG-Agent

★ 1,625

This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks.

pixeltable

pixeltable

★ 1,621

The unified multimodal backend for AI data apps. Database, orchestration, and serving in one Python file.

lucasastorian

llmwiki

★ 1,611

Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !

BAI-LAB

MemoryOS

★ 1,577

[EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.

zzet

gortex

★ 1,575

適用於 AI 代理和 IDE 的高效能程式碼智慧引擎，支援 257 種語言、多儲存庫、基於圖形、可透過 CLI、MCP 伺服器和 API 存取。 AI 編碼代理隊友 - 僅公開所需的信息，將代幣使用量減少高達 50 倍。 100%本地化。不和諧：。

MLSysOps

MLE-agent

★ 1,571

🤖 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

amitshekhariitbhu

llm-internals

★ 1,554

Learn LLM internals step by step - from tokenization to attention to inference optimization.

GitHamza0206

simba

★ 1,540

OpenSource Production ready Customer service with built in Evals and monitoring

fim-ai

fim-one

★ 1,508

Open-source agent platform for Global × China enterprises — wire every system through one agent core. Self-hosted, any LLM.

import-ai

omnibox

★ 1,487

Collect, organize, use, and share, all in OmniBox.

DEEIX-AI

DEEIX-Chat

★ 1,464

此專案圍繞「DEEIX-AI/DEEIX-Chat」建置，面向真實業務場景，提供可重複使用、可持續維運的開源實作。

aws-samples

aws-genai-llm-chatbot

★ 1,400

A modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, Meta, AI21, Cohere, Mistral) using AWS CDK on AWS

aws-samples

generative-ai-use-cases

★ 1,385

Application implementation with business use cases for safely utilizing generative AI in business operations

Dataojitori

nocturne_memory

★ 1,355

A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.

xianshang33

llm-paper-daily

★ 1,329

Daily updated LLM papers. 每日更新 LLM 相关的论文，欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个

study8677

repobrain

★ 1,326

此專案圍繞「study8677/repobrain」建置，面向真實業務場景，提供可重複使用、可持續維運的開源實作。

SmythOS

sre

★ 1,291

The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular, and production-ready, it lets developers build, run, and manage intelligent agents across local, cloud, and edge environments.

stair-lab

kg-gen

★ 1,270

[NeurIPS '25] Knowledge Graph Generation from Any Text

hexabot-ai

Hexabot

★ 1,220

Hexabot v3 is an AI workflow automation platform, combining workflows, actions, agents, and conversational channels in one runtime.

Deuz-AI

Deuz-SDK

★ 1,204

Zero-dependency TypeScript framework for production AI agents: durable execution, long-term memory, hybrid RAG, MCP tool calling, human-in-the-loop approval, planning and CodeAct sandboxes. One streaming API for Claude, GPT, Gemini, Grok, Mistral and DeepSeek — Node, Bun, Deno, serverless and edge.

superlinear-ai

raglite

★ 1,200

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL