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smolagents

smolagents

Apache-licensed Python library for code-writing and structured-tool agents across local and hosted models

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What this product helps you do

smolagents is Hugging Face's Apache-2.0 agent library built around minimal abstractions. CodeAgent expresses actions as Python, while ToolCallingAgent uses structured calls; both can use custom tools and a range of local or hosted model backends. The documentation also covers retrieval, vision and browser tools, multi-agent systems, streaming, monitoring, and sharing agents through the Hub. The software is free, but model inference, managed sandboxes, tools, infrastructure, and observability can incur separate costs. Hugging Face explicitly warns that its local Python executor is not a security boundary, so consequential code execution requires a real sandbox and strict tool permissions.

Problems it solves

  • Developers need a small inspectable agent loop instead of a large orchestration framework
  • Complex tasks require models to compose tools, transform outputs, and iterate across multiple steps
  • Teams need a common interface across Hugging Face, local, and third-party model backends
  • Agent prototypes need reusable tools, monitoring, delegation, and optional remote execution
Best for
Python developers experimenting with code-first agentsResearchers comparing code actions with structured tool callingTeams building lightweight agents around custom tools and model providersEducators teaching agent loops, tools, retrieval, and multi-agent design

smolagents is Hugging Face's lightweight Apache-licensed Python library for building code-writing or structured-tool agents. It supports custom tools, local and hosted model adapters, retrieval, vision, browser, multi-agent, monitoring, and Hub workflows.

The library is free, but inference and execution infrastructure are separate. Hugging Face states that the local Python executor is not a security boundary, so production code execution needs real isolation and least-privilege controls.

Information

DeveloperHugging Face
Languagesen
Pricing modelfree
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