🌟 Build with AG2
Are you building with AG2? Add your project to the list by submitting code through pull requests or add a link to your own repository!
A curated collection of awesome agentic applications built with AG2.
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💡 Practical implementations demonstrating AI agents in action - from custom support to smart email management systems
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🔥 Cutting-edge AI agent applications that seamlessly integrate models from OpenAI, Anthropic, Gemini, and open-source providers, and a diverse range of tools
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🎓 Production-ready, extensively documented agentic projects that help you contribute to the thriving AI agent ecosystem
🎓 AG2 Workshop: 23-Episode Course
New to AG2? The AG2 Workshop takes you from first agent to production deployment in 23 hands-on episodes.
- Learn the patterns → Agent Pattern Cookbook — 13 runnable examples from simple two-agent chat to hierarchical multi-agent systems.
- See real apps → Browse the Featured Agentic Apps section below for complete, documented projects.
- Connect external services → Explore Arcade SDK Examples to integrate OAuth-protected APIs like Gmail and Linear.
- Add a UI → Explore AG-UI Examples to connect your agents to a browser frontend.
- Deep dive → Work through the 7-module workshop for a comprehensive hands-on course.
- Go to production → Use the GCP Agent Starter Pack to deploy your agent to Google's Cloud Run with CI/CD and observability.
| Section |
Episodes |
What You Build |
| Basics |
1-4 |
Your first agent, tools, two-agent collaboration |
| Patterns |
5-9 |
Round-robin, auto, handoffs, pipelines, decision framework |
| Applications |
10-15 |
Customer service, research, RAG, web browsing, UI, MCP |
| Production |
16-20 |
Observability, security, testing, costs, deployment |
| Advanced |
21-23 |
Redundancy, reasoning, what's next |
Start Episode 1 → | Try the Playground (no setup) →
🗺️ More Ways to Learn
- See real apps → Browse the Featured Agentic Apps below for complete, documented projects.
- Add a UI → Explore AG-UI Examples to connect your agents to a browser frontend.
- Go to production → Use the GCP Agent Starter Pack to deploy your agent to Google Cloud Run with CI/CD and observability.
📂 Featured Agentic Apps
- 🛍️ E-Commerce Custom Service for Order Management (last updated and ran on 09/20/2025, ag2 version 0.9.9): A smart, agent-driven system that makes order tracking quick and easy while simplifying returns for both logged-in and guest users.
- 📈 Financial Analysis (last updated and ran on 09/20/2025, ag2 version 0.9.9): A AI-powered stock analysis generating market insights and recommendations.
- 🤖 Automated Machine Learning for Kaggle (last updated and ran on 09/20/2025, ag2 version 0.9.9): An agent system to automate the machine learning pipeline for Kaggle competitions.
- 🧑🔬 Deep Research Agent: Reference implementation of the deep research agent.
- ✈️ Travel Planner: A trip planning multi-agent system that creates an itinerary together with a customer.
- 🎮 AI Game Design Agent Team ⚠️ (currently broken — pending fix for AG2 0.9+): A collaborative game design system that generates comprehensive game concepts through the coordination of multiple specialized AI agents.
- ☑ Manage Todos With Realtime Agent: A voice-controlled todo assistant with real-time interaction.
- 🔍 Due Diligence with TinyFish: A multi-agent due diligence pipeline that automatically researches a company from a single URL using AG2 and TinyFish for deep web scraping.
- 🛠️ IT-Ops Triage: IT Operations reference design using AG2 Beta agent network — parallel diagnosis specialists, human-in-the-loop sign-off as a parallel participant, real persisted tickets with duplication detection, and a live React UI over WebSocket.
🔌 Arcade SDK Examples
Examples of connecting AG2 agents to external services via Arcade — a managed OAuth2 platform that handles authorization and tool execution, so there's no token storage or manual API setup required.
- 📋 Linear Agent: A natural language interface for managing Linear issues — list, create, and update issues via Arcade's managed OAuth2 integration.
- 📧 Gmail Agent: A Gmail management agent that reads, searches, sends, and organizes emails through natural language.
🖥️ AG-UI Examples
Examples of connecting AG2 agents to browser frontends using the AG-UI protocol. Each example includes a FastAPI backend and a vanilla HTML/JS frontend — no React or build step required.
- 🌤️ Weather Agent: Single-agent chat with a weather tool. Demonstrates
AGUIStream, streaming text, tool call events, and SSE consumption in the browser.
- 🏭 Factory Agent: Multi-agent document pipeline (plan → draft → review → revise → finalize). Demonstrates
ContextVariables with STATE_SNAPSHOT events to provide multi-agent context to the UI.
- 🔬 GPT Researcher: Wraps the GPT Researcher multi-agent pipeline as an AG2 tool and streams pipeline stage updates and the final report to a browser frontend via AG-UI.
☁️ Deploy to Google Cloud
- 🚀 GCP Agent Starter Pack: Production-ready template that deploys an AG2 agent to Google's Cloud Run with one command. Includes Terraform, CI/CD (Cloud Build or GitHub Actions), OpenTelemetry tracing, and A2A protocol support for cross-framework agent communication.
🚀 Getting Started
- Clone the repository
bash
git clone https://github.com/ag2ai/build-with-ag2.git
- Navigate to the desired project directory
bash
cd build-with-ag2/travel-planner
- Install the required dependencies
bash
# Requires Python >= 3.9, < 3.14
pip install -r requirements.txt
- Follow the project-specific instructions in each project's
README.md file to set up and run the app.
🔗 Links to More Projects Built with AG2
- 📓 AG2 Notebooks: AG2 notebooks
- 🖥️ Waldiez: UI for designing AG2-based workflows using drag-and-drop
- 🦸 HeroYouth: Empowering youth against school bullying
- 🔬 SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning
- 🌐 Agent-E: A browser automation agent for natural language-driven web interactions and task automation.
- 📱 Aquinas: AI-Powered social media engagement tool
- 🛡️ disarmBot: A multi-agent LM system for analyzing disinformation based on DISARM
- 🛠️ Hercules: An open-source testing agent that turns simple Gherkin steps into fully automated end-to-end tests
- 📊 CMBAgent: Multi-agent system for data analysis and visualization
- 🔏 AutoDefense: Multi-agent LLM Defense against jailbreak attacks
- 🔍 Prompt Leakage Probing: Framework for testing LLM agents for system prompt leaks
- 💌 AI-Powered Event Invitation Workflow: Multi-agent event invitation system using Neosantara AI's Grok 4 for personalized multilingual content generation
- ⚡ L402 Lightning Payments for AG2: Gives AG2 agents the ability to access L402-protected APIs with automatic Bitcoin Lightning micropayments using
register_function()
- 💧 AquaInsightAI: AI-powered multi-agent water analytics platform to analyse datasets, create visualisations, and produce technical reports.
🤝 Contributing to AG2 Open Source
Created something with AG2? Contributions are welcome! If you have any ideas, improvements, or new apps to add, please create a new GitHub Issue or submit a pull request. Make sure to follow the existing project structure and include a detailed README.md for each new app.
Option 1: Link to your own repositories built with AG2
Refer to the external repository guide to link to your own repositories showcasing projects built with AG2.
Option 2: Creating a new project
- You can take the project template as a starting point
- Use
kebab-case for a new project, e.g. space-time-travel-agent
- Add a
requirements.txt file with the required libraries
- Write a concise
README.md file, use this as a template
- Add a
OAI_CONFIG_LIST_sample file
- Create your project and contribute. Happy coding!
Code Style and Linting
This project uses pre-commit hooks to maintain code quality. Before contributing:
- Install pre-commit:
pip install pre-commit
pre-commit install
- The hooks will run automatically on commit, or you can run them manually:
pre-commit run --all-files
🌟 Stay Updated
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