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

Microsoft's open-source multi-agent framework — orchestrate conversations between specialised agents.

⚙️OpsAutonomousOpen source
Multi-agentTool useCodeMemory

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

⚙️OpsAutonomousOpen source
Multi-agentTool useMemory

AutoGen vs LangGraph — specs

SpecAutoGenLangGraph
Agent Rank72 / 100 (A)68 / 100 (B)
AutonomyAutonomousAutonomous
PricingFree · OSSFree · OSS
Open sourceYesYes
CapabilitiesMulti-agent, Tool use, Code, MemoryMulti-agent, Tool use, Memory
Integrations3 apps3 apps
VerifiedVerifiedVerified
ReleasedApr 2024Jun 2024

Categories: AutoGenOps · LangGraphOps

Agent Rank breakdown

AutoGen
Agent Rank
72/ 100
AA-tier
自律性
9
機能
8
連携
2
料金
10
完成度
7
検証性
7

自律性、機能、連携、料金、成熟度、編集部の検証を基に自動算出。デプロイごとに更新されます。 どのように算出されているか?

LangGraph
Agent Rank
68/ 100
BB-tier
自律性
9
機能
6
連携
2
料金
10
完成度
7
検証性
7

自律性、機能、連携、料金、成熟度、編集部の検証を基に自動算出。デプロイごとに更新されます。 どのように算出されているか?

Which one should you pick?

AutoGen

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

Try AutoGen →
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 AutoGen or LangGraph in 2026?+

Pick AutoGen 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 AutoGen for primary work and LangGraph for the workflows where its specific strengths matter.

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

Both AutoGen 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, AutoGen or LangGraph?+

Both AutoGen 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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AutoGen vs LangGraph (2026): which AI ops agent wins? · AI Agent Rank