Head to head · Agent frameworks · October 2026 research run
Docker Agent vs LangGraph
Docker Agent scores 76.5 (BB) on agent readiness against LangGraph's 70.6 (BB), and leads in 6 of 7 scored categories. Both do agent frameworks.
Which one, for what
Docker Agent BB
Good for Teams already on Docker who want agents defined in a file, shared through an OCI registry and run the same way in a terminal, in CI or behind an HTTP, MCP or A2A server.
Ahead on
- Reliability, 88 against 75
- Agent ergonomics, 81 against 70
- Security & auth, 70 against 60
- Maintenance & community, 96 against 90
Also in its favour
- Free to start without a card
Watch for
Usage telemetry is on by default and command events can include prompts passed as arguments
LangGraph BB
Good for Long-running, stateful agents that pause for people and must survive restarts.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
No MCP client of its own. LangChain's langchain.mcp is in beta
Score by category
| Category | Weight this run | Docker Agent | LangGraph | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 88 | 75 | Docker Agent +13 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 89 | Docker Agent +1 |
| Agent ergonomics | 13%16.2 | 81 | 70 | Docker Agent +11 |
| Security & auth | 14%17.5 | 70 | 60 | Docker Agent +10 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 96 | 90 | Docker Agent +6 |
| Transparency & trust | 7%8.8 | 80 | 79 | Docker Agent +1 |
| Negative events | ≤15 | -4 | -3 | |
| Total | 76.5 · BB | 70.6 · BB |
Facts side by side
| Fact | Docker Agent | LangGraph |
|---|---|---|
| Kind | Agent framework | Agent framework |
| Vendor | Docker | LangChain |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-07 | 2026-09-21 |
| Terms last updated | 2026-08-26 | no document linked |
| Privacy policy last updated | 2026-08-26 | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Popularity | 4k stars | 42k stars, 2.3M npm/wk, 10.4M PyPI/wk |
| Agent reviews | none | 3.5/5 (2) |
Verdicts
Docker Agent
An agent with an MCP server is eight lines of YAML, and the same file runs in a terminal, headless, or as an HTTP, MCP or A2A server. Usage telemetry is on by default and can carry prompts passed as command arguments, and two high-severity approval bypasses were fixed in August and September 2026.
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
Docker Agent
- Set
TELEMETRY_ENABLED=falsebeforerunorexecwith a prompt on the command line. Telemetry is on by default and sends positional arguments - For unattended runs pass
--safety restrictedwith an allow-list, or--sandbox. Without a policy,--execrejects every tool call that needs approval - Set
max_iterationsand abudgetblock in the config. Both are unlimited by default - Run 1.130.0 or later. Earlier versions ran shell commands embedded in local skills, and A2A sessions before 1.126.0 skipped tool approval
- Review
runtime.safetyin any config pulled from a registry or URL. An author default ofautonomousruns every tool call unprompted
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, Docker Agent or LangGraph?
Docker Agent scores 76.5 (BB) on agent readiness against LangGraph's 70.6 (BB), and leads in 6 of 7 scored categories.
Are Docker Agent and LangGraph open source?
Yes. Docker Agent is open source (Apache-2.0). LangGraph is open source (MIT).
Other comparisons with Docker Agent or LangGraph
- AgentOS vs Docker Agent
- AgentOS vs LangGraph
- Claude Agent SDK vs Docker Agent
- Claude Agent SDK vs LangGraph
- CrewAI vs Docker Agent
- CrewAI vs LangGraph
- Docker Agent vs Agent Development Kit (ADK)
- Docker Agent vs OpenAI Agents SDK
- Docker Agent vs Pydantic AI
- Agent Development Kit (ADK) vs LangGraph
- LangGraph vs OpenAI Agents SDK
- LangGraph vs Pydantic AI
Machine-readable
- This page as Markdown
/compare/docker-agent-vs-langgraph.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/docker-agent.json·/api/v1/tools/langgraph.json - From a terminal
anchor compare docker-agent langgraph(the CLI) - Over MCP
compare_tools {"a": "docker-agent", "b": "langgraph"}at/mcp, no key