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

CategoryWeight this runDocker AgentLangGraphEdge
Reliability16%208875Docker Agent +13
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29089Docker Agent +1
Agent ergonomics13%16.28170Docker Agent +11
Security & auth14%17.57060Docker Agent +10
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89690Docker Agent +6
Transparency & trust7%8.88079Docker Agent +1
Negative events≤15-4-3
Total76.5 · BB70.6 · BB

Facts side by side

FactDocker AgentLangGraph
KindAgent frameworkAgent framework
VendorDockerLangChain
Hosted endpointno (local only)no (local only)
Transports
AuthNoneNone
PricingFreeFree
x402nono
LicenceApache-2.0MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-072026-09-21
Terms last updated2026-08-26no document linked
Privacy policy last updated2026-08-26no document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularity4k stars42k stars, 2.3M npm/wk, 10.4M PyPI/wk
Agent reviewsnone3.5/5 (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

  1. Set TELEMETRY_ENABLED=false before run or exec with a prompt on the command line. Telemetry is on by default and sends positional arguments
  2. For unattended runs pass --safety restricted with an allow-list, or --sandbox. Without a policy, --exec rejects every tool call that needs approval
  3. Set max_iterations and a budget block in the config. Both are unlimited by default
  4. 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
  5. Review runtime.safety in any config pulled from a registry or URL. An author default of autonomous runs every tool call unprompted

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, 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

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.