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Agent Frameworks · Head-to-head

crewAI vs LangGraph

crewAI and LangGraph are both agent frameworks. crewAI is Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks, while LangGraph is langChain's low-level orchestration framework for stateful, controllable agents. Here's an independent, side-by-side look at how they compare — and which fits.

crewAI

Framework· Open source

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

Visit crewAI →
LangGraph

Framework· Open source

LangChain's low-level orchestration framework for stateful, controllable agents.

Visit LangGraph →

Bottom line

crewAI and LangGraph are both open-source agent frameworks you can self-host for free. They're closely matched, so the choice comes down to language, license, and which approach fits your workflow. Neither is universally better — pick by fit.

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Side by side

SpeccrewAILangGraph
TypeFrameworkFramework
ModelOpen sourceOpen source
PricingOpen sourceOpen source
GitHub stars59,13542,413
LanguagePythonPython
LicenseMITMIT
Last activitySep 2026Sep 2026

Choose crewAI if

Orchestrating role-based multi-agent crews in Python with an approachable API.

Choose LangGraph if

Production agents that need controllable, stateful, graph-based orchestration.

About crewAI

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

Full crewAI profile →

About LangGraph

LangGraph is LangChain's open-source, low-level orchestration framework for long-running, stateful agents. It provides durable execution that resumes where it left off after failures, human-in-the-loop inspection and editing of agent state, short-term and long-term memory, and deployment infrastructure, with LangSmith for tracing. Deep Agents is a higher-level package built on it, and LangGraph.js covers JavaScript and TypeScript.

Full LangGraph profile →

Frequently asked

What's the main difference between crewAI and LangGraph?
Both are agent frameworks built for a similar job; the differences are subtle — compare them on adoption, language, and license in the table above.
Is crewAI or LangGraph better?
Neither is universally better. crewAI is the stronger fit for Orchestrating role-based multi-agent crews in Python with an approachable API; LangGraph for Production agents that need controllable, stateful, graph-based orchestration. Use the side-by-side specs to decide by your own constraints.
Is crewAI or LangGraph free?
crewAI is free to run and self-host; LangGraph is free to run and self-host. Both are free to self-host — you only pay for the infrastructure and any model or API usage.
Which is more popular, crewAI or LangGraph?
By GitHub stars — a proxy for open-source adoption — crewAI is ahead (59k vs 42k). Stars measure attention, not necessarily the better fit for you.
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