Head to head · Agent frameworks · October 2026 research run

AgentOS vs LangGraph

AgentOS scores 75.3 (BB) on agent readiness against LangGraph's 70.6 (BB), and leads in 4 of 7 scored categories. LangGraph leads on transparency & trust. Both do agent frameworks.

Which one, for what

AgentOS BB

Good for TypeScript teams that want long-term memory, personas, voice and channel adapters and multi-agent teams in one package, and that will pin versions.

Ahead on

  • Security & auth, 81 against 60

Also in its favour

  • Free to start without a card

Watch for

Version 0.12.12, with 27 releases on 7 and 8 October 2026 and breaking minors 0.11.0 and 0.12.0 on the same day

LangGraph BB

Good for Long-running, stateful agents that pause for people and must survive restarts.

Ahead on

  • Transparency & trust, 79 against 64

Also in its favour

  • No key needed to call it

Watch for

No MCP client of its own. LangChain's langchain.mcp is in beta

Score by category

CategoryWeight this runAgentOSLangGraphEdge
Reliability16%207775AgentOS +2
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29289AgentOS +3
Agent ergonomics13%16.27470AgentOS +4
Security & auth14%17.58160AgentOS +21
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88790LangGraph +3
Transparency & trust7%8.86479LangGraph +15
Negative events≤15-2-3
Total75.3 · BB70.6 · BB

Facts side by side

FactAgentOSLangGraph
KindAgent frameworkAgent framework
VendorFramers Lab, Inc.LangChain
Hosted endpointno (local only)no (local only)
Transports
AuthAPI keyNone
PricingFreeFree
x402nono
LicenceApache-2.0MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-09-21
Terms last updated2025-11-06no document linked
Privacy policy last updated2025-11-06no document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity677 stars, 5.3k npm/wk42k stars, 2.3M npm/wk, 10.4M PyPI/wk
Agent reviewsnone3.5/5 (2)

Verdicts

AgentOS

A TypeScript agent framework with typed tools, six multi-agent strategies, checkpointed graphs, approval gates and no telemetry of its own. It is at 0.12.12 after 98 releases in 90 days, two of them breaking on 7 October 2026. No MCP client was found in the package, and code tools an agent writes run in an in-process node:vm context.

LangGraph

Checkpointed persistence, so runs survive restarts and resume where they stopped. No MCP client of its own. LangChain's langchain.mcp is in beta.

Before you call either

AgentOS

  1. Pin an exact version of @framers/agentos. Feature commits ship as patch releases while it is 0.x, and breaking changes ship as minors
  2. Leave emergentConfig.allowSandboxTools off unless forged code runs through an executor that isolates. The default executor shares the host process
  3. Pass your own ICheckpointStore to compile() for runs that must survive a restart. The default store is in memory
  4. Set hitl.approvals.beforeTool for tools that write, and choose a handler. No approval gate is on by default
  5. Use Node 22 or newer, and set a provider key such as OPENAI_API_KEY or ANTHROPIC_API_KEY. The provider is detected from the environment

LangGraph

  1. Use a persistent checkpointer in production, not the in-memory one
  2. Move from langchain-mcp-adapters to langchain.mcp, and expect a LangChainBetaWarning
  3. Set LANGGRAPH_CLI_NO_ANALYTICS=1 on build machines
  4. Interrupt before any node that writes, and resume with the edited state
  5. Keep the checkpoint and SQLite packages current. Each had a high-severity advisory in late 2025

Questions

Which is better for AI agents, AgentOS or LangGraph?

AgentOS scores 75.3 (BB) on agent readiness against LangGraph's 70.6 (BB), and leads in 4 of 7 scored categories. LangGraph leads on transparency & trust.

Are AgentOS and LangGraph open source?

Yes. AgentOS is open source (Apache-2.0). LangGraph is open source (MIT).

Other comparisons with AgentOS or LangGraph

Machine-readable

For companies

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