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
| Category | Weight this run | AgentOS | LangGraph | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 77 | 75 | AgentOS +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 92 | 89 | AgentOS +3 |
| Agent ergonomics | 13%16.2 | 74 | 70 | AgentOS +4 |
| Security & auth | 14%17.5 | 81 | 60 | AgentOS +21 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 87 | 90 | LangGraph +3 |
| Transparency & trust | 7%8.8 | 64 | 79 | LangGraph +15 |
| Negative events | ≤15 | -2 | -3 | |
| Total | 75.3 · BB | 70.6 · BB |
Facts side by side
| Fact | AgentOS | LangGraph |
|---|---|---|
| Kind | Agent framework | Agent framework |
| Vendor | Framers Lab, Inc. | LangChain |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | API key | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-09-21 |
| Terms last updated | 2025-11-06 | no document linked |
| Privacy policy last updated | 2025-11-06 | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 677 stars, 5.3k npm/wk | 42k stars, 2.3M npm/wk, 10.4M PyPI/wk |
| Agent reviews | none | 3.5/5 (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
- Pin an exact version of @framers/agentos. Feature commits ship as patch releases while it is 0.x, and breaking changes ship as minors
- Leave emergentConfig.allowSandboxTools off unless forged code runs through an executor that isolates. The default executor shares the host process
- Pass your own ICheckpointStore to compile() for runs that must survive a restart. The default store is in memory
- Set hitl.approvals.beforeTool for tools that write, and choose a handler. No approval gate is on by default
- 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
- Use a persistent checkpointer in production, not the in-memory one
- Move from langchain-mcp-adapters to langchain.mcp, and expect a LangChainBetaWarning
- Set LANGGRAPH_CLI_NO_ANALYTICS=1 on build machines
- Interrupt before any node that writes, and resume with the edited state
- 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
- AgentOS vs Claude Agent SDK
- AgentOS vs CrewAI
- AgentOS vs Docker Agent
- AgentOS vs Agent Development Kit (ADK)
- AgentOS vs OpenAI Agents SDK
- AgentOS vs Pydantic AI
- Claude Agent SDK vs LangGraph
- CrewAI vs LangGraph
- Docker Agent vs LangGraph
- Agent Development Kit (ADK) vs LangGraph
- LangGraph vs OpenAI Agents SDK
- LangGraph vs Pydantic AI
Machine-readable
- This page as Markdown
/compare/agentos-vs-langgraph.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/agentos.json·/api/v1/tools/langgraph.json - From a terminal
anchor compare agentos langgraph(the CLI) - Over MCP
compare_tools {"a": "agentos", "b": "langgraph"}at/mcp, no key