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RAG & Retrieval

Retrieval-augmented generation: pipelines, embeddings and search layers that ground models in real data.

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datawhalechina/
happy-llm

📚 从零开始构建大模型

32k3.0kJupyter Notebook
onyx-dot-app/
onyx

Open Source AI Platform - AI Chat with advanced features that works with every LLM

In catalog: Onyx
31k4.2kPython
DeusData/
codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

30k2.4kC
simstudioai/
sim

Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.

In catalog: Sim
29k3.7kTypeScript
labring/
FastGPT

FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.

29k7.2kTypeScript
getzep/
graphiti

Build Real-Time Knowledge Graphs for AI Agents

29k2.9kPython
NirDiamant/
RAG_Techniques

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

28k3.5kJupyter Notebook
ScrapeGraphAI/
Scrapegraph-ai

Python scraper based on AI

28k2.7kPython
topoteretes/
cognee

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

28k2.7kPython
opendataloader-project/
opendataloader-pdf

PDF Parser for AI-ready data. Automate PDF accessibility. Open-source.

27k2.6kJava
deepset-ai/
haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

26k2.9kMDX
Cinnamon/
kotaemon

An open-source RAG-based tool for chatting with your documents.

26k2.1kPython
HKUDS/
DeepTutor

DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.

25k3.5kPython
humanlayer/
12-factor-agents

What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

24k1.8kTypeScript
promptfoo/
promptfoo

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.

23k2.1kTypeScript
NirDiamant/
GenAI_Agents

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

23k3.9kJupyter Notebook
AccumulateMore/
CV

✅(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】

23k2.6kJupyter Notebook
1Panel-dev/
MaxKB

🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

22k3.0kPython
coze-dev/
coze-studio

An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.

21k3.1kTypeScript
NirDiamant/
agents-towards-production

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

21k2.8kJupyter Notebook
eosphoros-ai/
DB-GPT

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

19k2.8kPython
tirth8205/
code-review-graph

Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.

19k2.1kPython
elizaOS/
eliza

Open source agentic operating system

19k5.6kTypeScript
Tencent/
WeKnora

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

18k2.5kGo
arc53/
DocsGPT

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.

18k2.1kPython
liyupi/
ai-guide

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

17k1.9kJavaScript
langbot-app/
LangBot

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

17k1.5kPython
weaviate/
weaviate

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

17k1.3kGo
Canner/
WrenAI

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.

16k1.8kPython
memvid/
memvid

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.

16k1.4kRust
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