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SmolAgents vs Marvin
Side-by-side comparison of features, pricing, and ratings
Pricing
Free
Free
Plans
$0
$0/mo
Popularity
4.9k views
7.1k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
APICLI
CLI
Categories
💻 Code & Development🔬 Research & Education🤖 Automation & Agents
💻 Code & Development🤖 Automation & Agents
Features
CodeAgent: agents that write actions in code
Sandboxed execution via Blaxel, E2B, Modal, or Docker
Hugging Face Hub integration for sharing agents/tools
Model-agnostic: supports any LLM (OpenAI, Anthropic, local, etc.)
Multi-modal input: text, vision, video, audio
Tool-agnostic: use MCP, LangChain, or Hub Space tools
LiteLLM integration for 100+ model providers
InferenceClientModel for Hugging Face inference providers
OpenAIModel for OpenAI-compatible servers
TransformersModel for local models
AzureOpenAIModel and AmazonBedrockModel support
CLI tools: smolagent and webagent for quick runs
Interactive setup wizard via CLI
Push/pull agents to/from Hugging Face Hub
Streaming outputs support
AI functions via @ai_fn decorator
AI classifiers via @ai_classifier decorator
Embeddings generation with @ai.embed
Structured data extraction with Pydantic models
Agent loops and tool use
Built-in streaming with SSE
Rate limiting and error handling
OpenAI & Anthropic model support
Async-first API
Type-safe outputs with Pydantic
Integrations
Hugging Face Hub
LiteLLM
InferenceClientModel (Hugging Face providers)
OpenAI-compatible servers
Transformers (local)
Azure OpenAI
Amazon Bedrock
Blaxel
E2B
Modal
Docker
MCP servers
LangChain
Hugging Face Spaces