RAG Tutorials &amp; Pipelines

Technical blueprint for Multimodal AI Design Agent Team

Available

Multimodal AI Design Agent Team

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Streamlit application that provides comprehensive design analysis using a team of specialized AI agents powered by Google's Gemini model. This application leverages multiple specialized AI agents to provide comprehensive analysis of...

Gemini Streamlit Phidata +2

Technical blueprint for AI Meeting Agent

Available

AI Meeting Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit application leverages multiple AI agents to create comprehensive meeting preparation materials. It uses OpenAI's GPT-4, Anthropic's Claude, and the Serper API for web searches to generate context analysis, industry...

Technical blueprint for Local AI Legal Agent Team

Available

Local AI Legal Agent Team

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A privacy-focused legal analysis team powered by local Ollama models, Agno, and Qdrant vector search to analyze contracts and legal documents offline.

Python Agno Qdrant +1

Technical blueprint for Third-party Tools

Available

Third-party Tools

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Third-party tools allow you to integrate existing tool ecosystems from frameworks like LangChain, CrewAI, and others. This dramatically expands your agent's capabilities by leveraging battle-tested tools from the broader AI community.

OpenAI Anthropic Gemini +3

Technical blueprint for Chat with GitHub Repository

Available

Chat with GitHub Repository

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A conversational RAG application that connects to any GitHub repository, allowing developers to query codebases, pull requests, and commit logs with conversational AI.

Technical blueprint for Chat with Gmail Inbox

Available

Chat with Gmail Inbox

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Retrieval-Augmented Generation assistant that links to your Gmail inbox to answer natural language queries, summarize threads, and surface priority emails.

Technical blueprint for Chat with PDF Documents

Available

Chat with PDF Documents

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A document question-answering tool powered by local or cloud LLMs with RAG to extract answers, summarize sections, and query uploaded PDF files.

OpenAI Llama Streamlit +1

Technical blueprint for Chat with Research Papers

Available

Chat with Research Papers

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit app enables you to engage in interactive conversations with arXiv, a vast repository of scholarly articles, using GPT-4o. With this RAG application, you can easily access and explore the wealth of knowledge contained...

Available

Chat with Substack Newsletters

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Streamlit app that allows you to chat with a Substack newsletter using OpenAI's API and the Embedchain library. This app leverages GPT-4 to provide accurate answers to questions based on the content of the specified Substack newsletter.

Technical blueprint for Chat with YouTube Videos

Available

Chat with YouTube Videos

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

LLM app with RAG to chat with YouTube Videos with OpenAI's gpt-4o, mem0/embedchain as memory and the youtube-transcript-api. The app uses Retrieval Augmented Generation (RAG) to provide accurate answers to questions based on the content...

OpenAI Streamlit Python +1

Technical blueprint for Local ChatGPT with Memory

Available

Local ChatGPT with Memory

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit application implements a fully local ChatGPT-like experience using Llama 3.1, featuring personalized memory storage for each user. All components, including the language model, embeddings, and vector store, run locally...

Llama Streamlit Qdrant +3

Technical blueprint for Agentic RAG with GPT-5

Available

Agentic RAG with GPT-5

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An agentic RAG application built with the Agno framework, featuring GPT-5 and LanceDB for efficient knowledge retrieval and question answering.

OpenAI Streamlit Agno +2

Technical blueprint for Agentic RAG with Gemini Flash Thinking

Available

Agentic RAG with Gemini Flash Thinking

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A RAG Agentic system built with the new Gemini 2.0 Flash Thinking model and gemini-exp-1206, Qdrant for vector storage, and Agno (phidata prev) for agent orchestration. This application features intelligent query rewriting, document...

Gemini Streamlit Phidata +3

Technical blueprint for Agentic RAG with LangGraph: AI Blog Search

Available

Agentic RAG with LangGraph: AI Blog Search

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

AI Blog Search is an Agentic RAG application designed to enhance information retrieval from AI-related blog posts. This system leverages LangChain, LangGraph, and Google's Gemini model to fetch, process, and analyze blog content,...

Gemini Streamlit LangChain +3

Technical blueprint for AutoRAG: Autonomous RAG with GPT-4o and Vector Database

Available

AutoRAG: Autonomous RAG with GPT-4o and Vector Database

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit application implements an Autonomous Retrieval-Augmented Generation (RAG) system using OpenAI's GPT-4o model and PgVector database. It allows users to upload PDF documents, add them to a knowledge base, and query the AI...

OpenAI Streamlit Phidata +3

Technical blueprint for Contextual AI RAG Agent

Available

Contextual AI RAG Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Streamlit app that integrates Contextual AI's managed RAG platform. Create a datastore, ingest documents, spin up an agent, and chat grounded on your data.

Streamlit Python

Technical blueprint for Corrective RAG Agent

Available

Corrective RAG Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A sophisticated Retrieval-Augmented Generation (RAG) system that implements a corrective multi-stage workflow using LangGraph. This system combines document retrieval, relevance grading, query transformation, and web search to provide...

Technical blueprint for Deepseek Local RAG Reasoning Agent

Available

Deepseek Local RAG Reasoning Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A powerful reasoning agent that combines local Deepseek models with RAG capabilities. Built using Deepseek (via Ollama), Snowflake for embeddings, Qdrant for vector storage, and Agno for agent orchestration, this application offers both...

DeepSeek Streamlit Agno +3

Technical blueprint for Knowledge Graph RAG with Verifiable Citations

Available

Knowledge Graph RAG with Verifiable Citations

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Streamlit application demonstrating how Knowledge Graph-based Retrieval-Augmented Generation (RAG) provides multi-hop reasoning with fully verifiable source attribution.

Streamlit Docker Python +1

Technical blueprint for Local RAG App with Hybrid Search

Available

Local RAG App with Hybrid Search

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An offline document search application that combines keyword retrieval with local dense embeddings and open-source models using RAGLite and Streamlit.

Llama Streamlit Python +1

$Technical blueprint for Math Tutor Agent Agentic RAG with Feedback Loop$

Available

Math Tutor Agent Agentic RAG with Feedback Loop

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An open-source agentic RAG system for mathematical problem solving and symbolic reasoning using LLMs and calculation tools.

OpenAI Llama Streamlit +3

Technical blueprint for Multimodal Agentic RAG

Available

Multimodal Agentic RAG

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This is a multimodal RAG app built with Gemini Embedding 2 and Google ADK. Add text, URLs, PDFs, images, audio, or video; ask a question; and get a grounded answer with clear citations.

Gemini FastAPI React +1

Available

PharmaQuery

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

PharmaQuery is an advanced Pharmaceutical Insight Retrieval System designed to help users gain meaningful insights from research papers and documents in the pharmaceutical domain.

Gemini Streamlit LangChain +2

Technical blueprint for Qwen 3 Local RAG Reasoning Agent

Available

Qwen 3 Local RAG Reasoning Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This RAG Application demonstrates how to build a powerful Retrieval-Augmented Generation (RAG) system using locally running Qwen 3 and Gemma 3 models via Ollama. It combines document processing, vector search, and web search...

DeepSeek Streamlit Agno +3

Technical blueprint for RAG Agent with Cohere R

Available

RAG Agent with Cohere R

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A RAG Agentic system built with Cohere's new model Command-r7b-12-2024, Qdrant for vector storage, Langchain for RAG and LangGraph for orchestration. This application allows users to upload documents, ask questions about them, and get...

Streamlit LangChain LangGraph +3

Technical blueprint for RAG Agent with Database Routing

Available

RAG Agent with Database Routing

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Streamlit application that demonstrates an advanced implementation of RAG Agent with intelligent query routing. The system combines multiple specialized databases with smart fallback mechanisms to ensure reliable and accurate...

OpenAI Streamlit LangChain +3

Technical blueprint for RAG App with Hybrid Search

Available

RAG App with Hybrid Search

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A high-precision document question-answering system combining BM25 keyword matching with vector embeddings and Claude 3.5 Sonnet via RAGLite.

Technical blueprint for RAG Failure Diagnostics Clinic

Available

RAG Failure Diagnostics Clinic

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A small, framework-agnostic RAG failure diagnostics clinic. You paste a real bug description from your LLM + RAG pipeline.

OpenAI LangChain LlamaIndex +2

Technical blueprint for Typed Agentic RAG with Pydantic AI

Available

Typed Agentic RAG with Pydantic AI

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit app answers questions from uploaded PDFs or a documentation URL. Every response is a validated Answer object with exact source quotes, chunk IDs.

Technical blueprint for Vision RAG with Cohere Embed-4 ️

Available

Vision RAG with Cohere Embed-4 ️

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A powerful visual Retrieval-Augmented Generation (RAG) system that utilizes Cohere's modern Embed-4 model for multimodal embedding and Google's efficient Gemini 2.5 Flash model for answering questions about images and PDF pages.

Gemini Streamlit Python +1

Technical blueprint for Agentic RAG with EmbeddingGemma

Available

Agentic RAG with EmbeddingGemma

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This Streamlit app demonstrates an agentic Retrieval-Augmented Generation (RAG) Agent using Google's EmbeddingGemma for embeddings and Llama 3.2 as the language model, all running locally via Ollama.

Llama Streamlit Agno +3

Technical blueprint for Llama 3.1 Local RAG

Available

Llama 3.1 Local RAG

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Streamlit app that allows you to chat with any webpage using local Llama-3.1 and Retrieval Augmented Generation (RAG). This app runs entirely on your computer, making it 100% free and without the need for an internet connection.

Llama Streamlit ChromaDB +2

Available

Local RAG Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

This application implements a Retrieval-Augmented Generation (RAG) system using Llama 3.2 via Ollama, with Qdrant as the vector database. Built with Agno v2.0.

Llama Agno Qdrant +3

Technical blueprint for RAG as a Service with Claude 3.5 Sonnet

Available

RAG as a Service with Claude 3.5 Sonnet

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A document querying service built with Claude 3.5 Sonnet, Ragie.ai, and Streamlit that provides fast and accurate retrieval-augmented responses over ingested URLs.

Anthropic Claude Streamlit +1

Technical blueprint for Life Insurance Coverage Advisor Agent

Available

Life Insurance Coverage Advisor Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A Streamlit application that helps users estimate the amount of term life insurance they may need and surfaces currently available policy options. The app is powered by the Agno agent framework, uses OpenAI GPT-5 as the LLM, the E2B...

OpenAI Streamlit Agno +3

Technical blueprint for OpenAI Researcher Agent

Available

OpenAI Researcher Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A multi-agent research application built with OpenAI's Agents SDK and Streamlit. This application enables users to conduct comprehensive research on any topic by leveraging multiple specialized AI agents.

Technical blueprint for AI Reasoning Agent

Available

AI Reasoning Agent

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

The AI Reasoning Agent leverages advanced AI models to provide insightful reasoning and decision-making capabilities. This agent is designed to assist users in various analytical tasks by processing information and generating structured...

Python Ollama

Available

PocketFlow

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Pocket Flow: 100-line LLM framework. Let Agents build Agents!.

Available

Langchain

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

The agent engineering platform.

Python LangGraph LangChain +1

Technical blueprint for Awesome Llm Apps

Available

Awesome Llm Apps

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

Available

Claude Mem

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More.

Python ChromaDB

Available

Ragflow

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs.

Available

PaddleOCR

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

Available

Hello Agents

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程.

Technical blueprint for Prompt Engineering Guide

Available

Prompt Engineering Guide

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

Available

Anything Llm

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience.

Available

Mem0

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

Available

Llm App

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

Available

Flowise

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An open-source reference implementation of Flowise for AI and LLM workflows.

Python LangChain

Available

Llama Index

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

LlamaIndex is the document processing platform for AI.

Technical blueprint for Video Search And Summarization

Available

Video Search And Summarization

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting.

Technical blueprint for Vectordb Recipes

Available

Vectordb Recipes

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Resource, examples & tutorials for multimodal AI, RAG and agents using vector search and LLMs.

Python LangChain LanceDB

Technical blueprint for Awesome N8n Templates

Available

Awesome N8n Templates

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

280+ free n8n automation templates — ready-to-use workflows for Gmail, Telegram, Slack, Discord, WhatsApp, Google Drive, Notion, OpenAI, and more. AI agents, RAG chatbots, email automation, social media, DevOps, and document processing. The largest open-source n8n template collection.

Available

Meilisearch

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

Available

Milvus

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search.

Available

PageIndex

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG.

Available

Qdrant

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud.

Python Qdrant

Available

Cognee

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

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.

Available

RAG Techniques

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

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

Python LangChain

Available

Weaviate

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

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.

Available

Memvid

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

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.

Available

Zvec

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A lightweight, lightning-fast, in-process vector database.

Available

Txtai

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows.

Available

LEANN

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

[MLsys2026 Best Paper]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Python LangChain Ollama

Python LangGraph LangChain

Available

Deer Flow

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.

Available

Langgraph

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

An open-source reference implementation of Langgraph for AI and LLM workflows.

Python LangGraph LangChain +1

Technical blueprint for All Agentic Architectures

Python LangGraph LangChain

Available

All Agentic Architectures

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

35 production-grade agentic AI architectures (Reflexion, LATS, GraphRAG, MemGPT, Voyager, BrowserAgent, ...) — a Python library and runnable textbook with multi-provider LLM support and a 17-task benchmark leaderboard.

Technical blueprint for Agentic Rag For Dummies

Available

Agentic Rag For Dummies

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

Python LangGraph LangChain +2

Technical blueprint for Awesome Jev By Typesafe

Available

Awesome Jev By Typesafe

Hybrid Retrieval Augmented Generation (RAG) • Intermediate

Evidence-backed use cases, patterns, prompts, and starter code for TypeSafe Jev — a System One model for fast, typed, confidence-aware decisions in software.