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Google ADK vs SmolAgents
Side-by-side comparison of Google ADK and SmolAgents — features, pricing, performance scores, and which to choose for your AI agents.
View All Framework ComparisonsQuick Verdict
| Dimension | Google ADK | SmolAgents | Winner |
|---|---|---|---|
Ease of Use | 4/5 | 4/5 | Tie |
Scalability | 4/5 | 3/5 | Google ADK |
Documentation | 4/5 | 4/5 | Tie |
Community | 3/5 | 3/5 | Tie |
Performance | 4/5 | 4/5 | Tie |
Overall: Google ADK wins 1 categories, SmolAgents wins 0, 4 tied
Feature Comparison
| Feature | Google ADK | SmolAgents |
|---|---|---|
| Primary Language | Python | Python |
| License | Apache-2.0 | Apache-2.0 |
| Pricing | Open Source + Cloud | Open Source |
| GitHub Stars | 7,500 | 5,000 |
| Difficulty | Intermediate | Intermediate |
| Enterprise Ready | ||
| Community Size | Medium | Medium |
| Category | Multi-Agent Systems | Multi-Agent Systems |
Pros & Cons
Google ADK
Advantages
Official Google framework
Vertex AI integration
Developer UI and CLI tools
Apache 2.0 license
Built-in evaluation utilities
Limitations
Optimized for Google ecosystem
Smaller community
Documentation could be better
Requires GCP for full benefits
SmolAgents
Advantages
Extremely lightweight and minimal
Code agents write actions in code
Easy to understand core logic (~1000 lines)
HuggingFace ecosystem integration
Apache 2.0 license
Limitations
Very new with small community
Limited features compared to mature frameworks
Less production-proven
Minimal documentation
Not suitable for complex enterprise needs
Best Use Cases
Google ADK
Multi-agent GCP applications
Vertex AI-powered agents
Enterprise Google Cloud workflows
Tool-integrated agent systems
SmolAgents
Code-writing agents
Lightweight agent experiments
Research and prototyping
Tool-calling workflows
Minimal overhead applications
Getting Started
Google ADK
Installation
pip install google-adk
SmolAgents
Installation
pip install smolagents
Learn More
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