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CrewAI vs LangGraphwhich AI ops agent should you pick in 2026?

Open-source framework for orchestrating role-playing autonomous AI agents in collaborative crews.

⚙️OpsAutonomousOpen source
Multi-agentTool useMemory

LangChain's stateful multi-agent framework — graph-based orchestration with persistence and human-in-the-loop.

⚙️OpsAutonomousOpen source
Multi-agentTool useMemory

CrewAI vs LangGraph — specs

SpecCrewAILangGraph
Agent Rank70 / 100 (B)68 / 100 (B)
AutonomyAutonomousAutonomous
PricingFree · OSSFree · OSS
Open sourceYesYes
CapabilitiesMulti-agent, Tool use, MemoryMulti-agent, Tool use, Memory
Integrations4 apps3 apps
VerifiedVerifiedVerified
ReleasedJan 2024Jun 2024

Categories: CrewAIOps · LangGraphOps

Agent Rank breakdown

CrewAI
Agent Rank
70/ 100
BB-tier
Autonomy fit
9
Capabilities
6
Integrations
2
Pricing value
10
Polish & maturity
8
Verifiability
7

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

LangGraph
Agent Rank
68/ 100
BB-tier
Autonomy fit
9
Capabilities
6
Integrations
2
Pricing value
10
Polish & maturity
7
Verifiability
7

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

Which one should you pick?

CrewAI

Pick CrewAI if its specific capabilities (Multi-agent, Tool use) match what you need.

Try CrewAI →
LangGraph

Pick LangGraph if its specific capabilities (Multi-agent, Tool use) match what you need.

Try LangGraph →

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Frequently asked

Should I pick CrewAI or LangGraph in 2026?+

Pick CrewAI if its specific capabilities (Multi-agent, Tool use) match what you need. Pick LangGraph if its specific capabilities (Multi-agent, Tool use) match what you need. Most working teams running both can use CrewAI for primary work and LangGraph for the workflows where its specific strengths matter.

What's the price difference between CrewAI and LangGraph?+

Both CrewAI and LangGraph start in the same pricing range (Free · OSS vs Free · OSS). Total cost of ownership depends on your team size and volume — see the TCO calculator for your specific math.

Which is more autonomous, CrewAI or LangGraph?+

Both CrewAI and LangGraph are Autonomous agents — neither has a meaningful autonomy advantage over the other. The decision should hinge on capabilities and pricing instead.

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Want the real monthly cost at your volume? Run the TCO calculator →
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CrewAI vs LangGraph (2026): which AI ops agent wins? · AI Agent Rank