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AG2 Multi-Agent Template

A multi-agent system template powered by AG2 (formerly AutoGen), an open-source framework with 500K+ monthly PyPI downloads.

Overview

This template demonstrates a ReAct-style agent built with AG2, featuring:

  • Tool Use: Decorator-based function registration for LLM tool calling
  • Multi-Agent Ready: Easy to extend with GroupChat for multi-agent orchestration
  • Dual LLM Support: Vertex AI (Gemini) by default, with Google API key fallback

Architecture

User Message
    |
    v
+--------------+     +---------------+
|  UserProxy   |---->|  Assistant    |
|  (executor)  |<----|  (LLM agent)  |
+--------------+     +---------------+
    |                       |
    v                       v
+----------+         +----------+
|  Tools   |         |  Gemini  |
|  (Python |         |  / GPT   |
|  funcs)  |         |          |
+----------+         +----------+

Quick Start

agent-starter-pack create my-agent --agent ag2
cd my-agent
make install
make playground

Customization

  • Add tools: Define functions with @user_proxy.register_for_execution() + @assistant.register_for_llm()
  • Change model: Update llm_config in app/agent.py
  • Multi-agent: Add GroupChat (see notebooks/getting_started.ipynb)

Resources