AgenticFrameworks

smolagents Documentation & Guided Tour

by Hugging Face

IntermediateDocumentationFreeSelf-paced

A minimalist agent library whose docs are a fast, code-first way to grok how code-writing agents work.

Start LearningReviewed July 3, 2026

Overview

smolagents is a deliberately small library — the whole thing is a few thousand lines — which makes its documentation an unusually clear window into how modern agents work. Its signature idea is 'code agents': instead of emitting JSON tool calls, the agent writes Python that calls your tools, which is often more expressive and reliable. The guided tour and how-to guides get you from zero to a working tool-using agent quickly.

At a Glance

Topic
Agentic
Level
Intermediate
Format
Documentation
Cost
Free
Duration
Self-paced
Provider
Hugging Face
Hands-on
Yes — code/exercises
Certificate
None

What You’ll Learn

  • The 'code agent' paradigm (agents that write Python)
  • Defining tools and secure execution sandboxes
  • Multi-step and multi-agent orchestration in a tiny footprint
  • Connecting any LLM backend

Highlights

  • Tiny, readable codebase — great for understanding internals
  • Code-as-action approach
  • Works with local or hosted models

Who It’s For

Best For

  • Developers who prefer minimal, transparent frameworks

Prerequisites

  • Intermediate Python

FAQ

What is smolagents Documentation & Guided Tour?

The official docs for smolagents, Hugging Face's tiny agent framework built around agents that write and run Python code as their action space.

Is smolagents Documentation & Guided Tour free?

smolagents Documentation & Guided Tour is free to access.

What level is smolagents Documentation & Guided Tour for?

smolagents Documentation & Guided Tour is aimed at a intermediate audience. Recommended background: Intermediate Python.

How long does smolagents Documentation & Guided Tour take?

Expect roughly Self-paced. Most learners work through it at their own pace.

What will I learn from smolagents Documentation & Guided Tour?

You'll learn: The 'code agent' paradigm (agents that write Python); Defining tools and secure execution sandboxes; Multi-step and multi-agent orchestration in a tiny footprint; Connecting any LLM backend.

Topics

smolagentscode agentstool useHugging Face