AG2
AG2 is an open-source agent framework (AgentOS) for building and orchestrating multi-agent AI systems. It lets developers define specialized agents, coordinate their interactions, integrate tools and human oversight, and deploy complex workflows. AG2 abstracts away routing, state management, and conversation patterns so you can focus on designing intelligent agent teams.
AG2 Details
Ready to try AG2?
Check out AG2 for pricing and explore how it can streamline your workflow.
Overview of AG2
What Is AG2
AG2 (formerly AutoGen) is an open-source framework and runtime for building collaborative AI agent systems. It lets developers create specialized agents — such as assistants, critics, and executors — and coordinate how they interact, share context, and complete tasks together. AG2 abstracts complex routing and memory management, making it easier to design advanced, tool-using AI systems without reinventing orchestration logic.
How To Use AG2
1. Install the Framework
Set up AG2 in Python and install via pip install ag2 or from source to begin creating your agents.
2. Configure Models
Connect your preferred language model (OpenAI, Gemini, Claude, or others) by adding API keys and configurations.
3. Define Agent Roles
Create agents with unique roles, personalities, and goals — for example, a researcher, planner, or executor.
4. Establish Interaction Patterns
Use AG2’s built-in templates (sequential, nested, or group conversations) to coordinate how agents communicate and collaborate.
5. Integrate Tools & APIs
Allow agents to access data, call APIs, execute code, or connect with external systems.
6. Deploy & Monitor
Run local tests, analyze logs, and deploy your agent team in production environments with ease.
AG2 Key Features
- Multi-Agent Orchestration – Coordinate conversations among multiple agents with structured patterns.
- Human-in-the-Loop Support – Include optional human oversight or intervention within workflows.
- Tool & API Integration – Enable agents to perform external actions like search, computation, or retrieval.
- Context & Memory Management – Maintain dialogue continuity and state across multi-turn conversations.
- Open-Source & Extensible – Fully open-source under Apache License and developer-friendly.
- Scalable to Production – Designed for both local development and enterprise-scale deployment.
AG2 Use Cases
- AI Research & Collaboration: Deploy agents that work together to brainstorm, analyze, and validate ideas.
- Customer Support Systems: Create multi-agent teams that handle inquiries, escalate issues, and summarize responses.
- Automation Pipelines: Design agent networks that manage complex workflows and decision-making processes.
- Data & Code Execution: Build agents that retrieve data, run code, and return structured insights.
- Productivity Tools: Power apps that combine reasoning, planning, and action across multiple agents.
AG2 FAQ
Is AG2 free to use?
Yes. AG2 is open-source and free to use under the Apache License.
What programming languages does it support?
AG2 is primarily built for Python developers.
Can I connect my own language model?
Yes. You can integrate any LLM backend such as GPT, Claude, or Gemini.
Is AG2 suitable for production?
Yes. It’s designed for both experimentation and scalable, production-grade deployments.
Does AG2 include visualization tools?
The framework offers logging and tracing utilities for monitoring agent performance and interactions.
Ready to try AG2?
Check out AG2 for pricing and explore how it can streamline your workflow.
Explore More AI Agents
Discover other AI agents and tools to enhance your workflow and productivity.
Browse All AgentsSimilar to AG2
View All Agents →
Clawdbot
Moltbot (formerly Clawdbot) is an AI-powered website monitoring agent that tracks page changes and sends alerts or triggers automations when updates occur. It helps teams monitor competitors, content updates, pricing changes, and web-based systems without manual checking.
ZBrain
ZBrain is an enterprise-grade AI platform that helps organizations design, assess, and deploy AI solutions across every department. It combines strategic planning, readiness analysis, and low-code agent building into one unified ecosystem. Companies can automate workflows, connect proprietary data, and build custom AI applications while maintaining full security and governance. With multi-model support, enterprise integrations, and a scalable architecture, ZBrain is built for teams that want powerful AI automation without sacrificing control, compliance, or data privacy.
Antigravity
Antigravity is an agent driven development platform from Google that allows AI agents to write, test and validate software inside a complete desktop environment. It gives agents controlled access to the editor, terminal and browser so they can generate code, run applications and provide clear evidence of their work through artifacts like plans, diffs and recordings. By combining multi model intelligence with autonomous task execution, Antigravity acts like a dependable engineering partner that handles routine development, verifies results and supports higher level workflows. Its dual workspace system and multi agent coordination features help teams move faster, maintain cleaner code and build software with greater confidence and efficiency.
Trending AI Agents
View All Agents →
Rossy AI
Rossy AI is a 24/7 AI voice agent that answers business phone calls with a natural, human-like voice. It helps companies handle customer inquiries, qualify leads, book appointments, and route calls to human agents when needed, ensuring no inbound call is missed.
Candy AI
Candy.ai is an AI companion and virtual dating platform where users create and chat with customizable AI characters. You can personalize your companion’s appearance, personality, and conversation style. The platform supports immersive chat, image generation, private conversations, and mature content for consenting adults. Basic features are free, with premium upgrades available for unlimited access.
Devlo
Devlo is an AI powered engineering partner that helps software teams build, review, and maintain code with greater speed and consistency. It connects directly to your repositories and development workflow to automate issue resolution, generate pull requests, analyze code quality, and support day to day engineering tasks. By combining code understanding, workflow automation, and intelligent collaboration features, Devlo acts like an always available teammate who can handle routine work, enforce best practices, and improve overall productivity. With integrated project management, code analysis, and automated contributions, Devlo helps teams scale development output while keeping codebases clean, secure, and well organized.