CrewAI alternatives

CrewAI organises agents as crews with roles, goals and tasks, plus Flows. People look for alternatives when they need explicit state and control flow, a different team model, a wider Python range (CrewAI requires >=3.10,<3.14), or human-input features without the paid AMP platform. Data as of 2026-09-30.

  1. LangGraph: Explicit state graphs with checkpoints, interrupts and time travel, at the cost of building role abstractions yourself. See LangGraph vs CrewAI. (comparison)
  2. Agno: Teams with a leader in coordinate, route, broadcast or tasks mode, workflows, and the AgentOS runtime that stores sessions and approvals in your database. See CrewAI vs Agno. (comparison)
  3. AG2: Apache-2.0 framework with a hub-based multi-agent network and MCP, A2A and AG-UI in the package. Its v1.0 API is not compatible with classic autogen code.
  4. PraisonAI: MIT framework that also runs agent teams sequentially or under a manager, with handoffs and MCP, A2A and AG-UI recorded as yes.
  5. Swarms: A catalog of structures (sequential, concurrent, graph, hierarchical, group chat) behind one router. Documented human-in-the-loop is thin. See Swarms vs CrewAI. (comparison)
  6. MetaGPT: A fixed software-company crew (product manager, architect, engineer) driven by an SOP. Maintenance has slowed and our install check of the PyPI release failed.

Facts

CrewAI and its alternatives. Data as of 2026-09-30.
Tool Type Languages License Pricing Pattern MCPA2AAG-UI Stars
CrewAI Framework Python MIT Open core Crew / roles Yes evidenceYes evidencePartial evidence 59,217
LangGraph Framework Python MIT Open core Graph Yes evidenceYes evidencePartial evidence 42,511
Agno Framework Python Apache-2.0 Open core Supervisor Yes evidenceYes evidenceYes evidence 42,396
AG2 Framework Python Apache-2.0 Unknown Other Yes evidenceYes evidenceYes evidence 4,969
PraisonAI Framework Python, TypeScript MIT Open source, free Crew / roles Yes evidenceYes evidenceYes evidence 9,112
Swarms Framework Python, Rust Apache-2.0 Open core Other Yes evidenceUnknownUnknown 7,221
MetaGPT Framework Python MIT Open source, free Crew / roles UnknownUnknownUnknown 70,700

Full details: CrewAI.