Smolagents - AI Agent Frameworks Tool

Overview

Smolagents is an open-source, minimal agent framework from Hugging Face designed for rapid prototyping and experimentation with AI agents. Built around a small, composable core, Smolagents emphasizes multi-modal input handling and straightforward tool integration so researchers and engineers can assemble agents that combine language models, vision inputs, and external tools without heavy infrastructure. The project focuses on clarity and extensibility: the codebase provides concise primitives for agent loops, observation handling, tool invocation, and basic memory, making it easy to customize agent behavior. Intended as a research and development scaffold rather than a full production orchestration system, Smolagents integrates naturally with the broader Hugging Face ecosystem and model tooling. The repository includes example agent templates and notebooks that demonstrate common patterns such as tool-augmented question answering, image-grounded reasoning, and sequential tool use. For the latest implementation details, examples, and community discussion, consult the project repository on GitHub.

Installation

Install via pip:

git clone https://github.com/huggingface/smolagents.git
cd smolagents && python -m pip install -e .

Key Features

  • Minimal agent core with pluggable components for perception, decision, and action.
  • Multi-modal input support enabling text and image observations in agent loops.
  • Tool integration API to connect external functions, web APIs, and executors.
  • Example templates demonstrating tool-augmented QA and sequential decision tasks.
  • Lightweight, dependency-minimal design geared to research and rapid prototyping.

Community

Smolagents is developed as an open-source project on GitHub and maintained within the Hugging Face ecosystem. The repository hosts example notebooks, issue tracking, and contribution guidelines that attract researchers and practitioners experimenting with agent designs. Community activity typically centers on GitHub issues and pull requests; for up-to-date discussions, examples, and usage notes, check the project repository and related Hugging Face forums.

Last Refreshed: 2026-01-09

Key Information

  • Category: Agent Frameworks
  • Type: AI Agent Frameworks Tool