AutoGen vs smolagents
A side-by-side comparison of capabilities, autonomy, integrations, and pricing to help you choose.
Short answer: choose AutoGen if you want microsoft framework for multi-agent conversational ai applications (Supervised agent, free); choose smolagents if you want minimalist open-source library for agents that think in code (Supervised agent, free).
| AutoGen | smolagents | |
|---|---|---|
| What it is | Microsoft framework for multi-agent conversational AI applications | Minimalist open-source library for agents that think in code |
| Type | framework | framework |
| Autonomy | Supervised agent | Supervised agent |
| Pricing | free · Free (open source) | free · Free (open source; pay model + sandbox usage) |
| Best for | developers, enterprise | developers |
| Deployment | self-hosted, api | self-hosted, api |
| Modalities | text, code, api | text, code, image |
| Models | model-agnostic, gpt, claude, open-source | model-agnostic, open-source |
| Protocols | function-calling, rest-api | mcp, function-calling, rest-api |
| Integrations | OpenAI, Azure OpenAI, Anthropic, Ollama | Hugging Face Hub, LiteLLM, Ollama, E2B, Modal, Docker |
| Capabilities | 4 documented | 4 documented |
AutoGen
- +Strong, well-known abstraction for multi-agent conversation (two-agent and group-chat patterns) from Microsoft Research
- +v0.4 rewrite brings an asynchronous, event-driven architecture with better observability and control
- +Open source, model-agnostic, and supports humans as first-class participants in agent conversations
- -Framework, not a product: autonomy and reliability depend entirely on what the developer builds
- -Now community-managed and described as in maintenance mode, with the original team's active work continuing under the renamed AG2 project
smolagents
- +Tiny, transparent core (~1,000 lines) that is easy to read and extend
- +Code-as-action approach enables natural composability
- +Model-agnostic, multimodal, with sandboxed execution and Hub sharing
- -Minimalist by design: fewer batteries-included features than larger frameworks
- -A framework, not a product: you build, host, and secure agents yourself
Which should you choose?
AutoGen is microsoft framework for multi-agent conversational ai applications, best for developers, enterprise. smolagents is minimalist open-source library for agents that think in code, best for developers. The right choice depends on the autonomy level you want, your existing integrations, and your budget, all compared above.