# Agents by AI Waves vs smolagents — Fit & Features

Canonical: https://trutool.co/compare/agents-by-ai-waves-vs-smolagents
Author: Snehil (https://trutool.co/authors/snehil)

Compare Agents by AI Waves and smolagents by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Agents by AI Waves
An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents.
Best fit: People and teams evaluating ai agent frameworks for a specific workflow.
- Data workflows
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://github.com/pricing
- [Read Agents by AI Waves profile](https://trutool.co/tools/agents-by-ai-waves): Read Agents by AI Waves profile

### smolagents
Hugging Face library for building tool-using agents with code.
Best fit: Developers building and evaluating custom agents.
- Hugging Face library for building tool-using agents with code
Before you choose: Check licensing, maintenance status, supported providers, and hosting or inference costs.
Pricing: https://huggingface.co/docs/smolagents/index
- [Read smolagents profile](https://trutool.co/tools/smolagents): Read smolagents profile