Independent AI agent reference

CrewAI vs smolagents

A side-by-side comparison of capabilities, autonomy, integrations, and pricing to help you choose.

Short answer: choose CrewAI if you want open-source framework for orchestrating role-based, collaborating multi-agent teams (Supervised agent, freemium); choose smolagents if you want minimalist open-source library for agents that think in code (Supervised agent, free).

CrewAIsmolagents
What it isOpen-source framework for orchestrating role-based, collaborating multi-agent teamsMinimalist open-source library for agents that think in code
Typeframeworkframework
AutonomySupervised agentSupervised agent
Pricingfreemium · Framework free (open source); paid tiers reported from ~$25/mofree · Free (open source; pay model + sandbox usage)
Best fordevelopers, enterprise, mid-marketdevelopers
Deploymentself-hosted, api, saasself-hosted, api
Modalitiestext, code, apitext, code, image
Modelsmodel-agnostic, gpt, claudemodel-agnostic, open-source
Protocolsfunction-calling, mcp, rest-apimcp, function-calling, rest-api
IntegrationsOpenAI, Anthropic, Slack, Serper, DatadogHugging Face Hub, LiteLLM, Ollama, E2B, Modal, Docker
Capabilities4 documented4 documented

CrewAI

  • +Clean, lean abstraction (Crews + Flows) that many developers find simpler and faster than heavier frameworks
  • +Standalone (no LangChain dependency) with strong multi-agent collaboration primitives out of the box
  • +Provides a managed enterprise control plane (observability, RBAC, human-in-the-loop) for moving to production
  • -Multi-agent designs can compound error rates and cost; not always cheaper or more reliable than a single agent
  • -Newer and smaller ecosystem than LangChain, with fewer integrations and less battle-testing
Full CrewAI profile

smolagents

  • +Tiny, transparent core (~1,000 lines) that is easy to read and extend
  • +Code-as-action approach enables natural composability
  • +Model-agnostic, multimodal, with sandboxed execution and Hub sharing
  • -Minimalist by design: fewer batteries-included features than larger frameworks
  • -A framework, not a product: you build, host, and secure agents yourself
Full smolagents profile

Which should you choose?

CrewAI is open-source framework for orchestrating role-based, collaborating multi-agent teams, best for developers, enterprise, mid-market. smolagents is minimalist open-source library for agents that think in code, best for developers. The right choice depends on the autonomy level you want, your existing integrations, and your budget, all compared above.

This comparison is generated from the sourced CrewAI and smolagents profiles. Open either profile to review its evidence and last-reviewed date.