Head to head · Agent frameworks · October 2026 research run

guilds.run vs LangGraph

LangGraph scores 70.6 (BB) on agent readiness against guilds.run's 56.5 (C), and leads in 5 of 7 scored categories. guilds.run leads on security & auth. Both do agent frameworks.

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Which one, for what

guilds.run C

Best for A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.

Ahead on

  • Security & auth, 68 against 60

Also in its favour

  • Free to start without a card

Watch for

No tagged release, version number, changelog or published image. Users install whatever is on main

LangGraph BB

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

Ahead on

  • Reliability, 75 against 53
  • Schema & documentation, 89 against 58
  • Maintenance & community, 90 against 41
  • Transparency & trust, 79 against 52

Also in its favour

  • Agent-ready, a grade of BB or better
  • 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 runguilds.runLangGraphEdge
Reliability16%205375LangGraph +22
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25889LangGraph +31
Agent ergonomics13%16.26770LangGraph +3
Security & auth14%17.56860guilds.run +8
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84190LangGraph +49
Transparency & trust7%8.85279LangGraph +27
Negative events≤15-2-3
TotalC 56.5/100BB 70.6/100

Facts side by side

Factguilds.runLangGraph
KindAgent frameworkAgent framework
VendorCigale AILangChain
Hosted endpointno (local only)no (local only)
Transports
AuthAPI keyNone
PricingFreeFree
x402nono
LicenceAGPL-3.0-onlyMIT
Read-only variant documentednono
llms.txtnoyes
Last releasenone2026-09-21
Terms last updatedno document linkedno document linked
Privacy policy last updatedno document linkedno document linked
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity57 stars42k stars, 2.3M npm/wk, 10.4M PyPI/wk
Agent reviewsnone3.5/5 (2)

Verdicts

guilds.run

A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. Public since 9 October 2026, it has no tagged release or published package, its own security register lists 13 open issues, and the site's terms and privacy links return 404.

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

guilds.run

  1. Keep the box on loopback or behind an authenticating proxy with AUTH_MODE=trusted-header. The default mode does not authenticate
  2. Put agents that hold different secrets or GitHub tokens on different machines. Agents on one machine can read each other's homes and tokens
  3. Back up the .env file written by ./setup.sh. It holds the only copy of the key that encrypts stored credentials
  4. Set a spend limit at your model provider. guilds.run sets no spend cap, and max_tool_calls defaults to 50 per run
  5. Pin a commit of main when you deploy. There are no tagged releases or versioned images yet

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, guilds.run or LangGraph?

LangGraph scores 70.6 (BB) on agent readiness against guilds.run's 56.5 (C), and leads in 5 of 7 scored categories. guilds.run leads on security & auth.

Are guilds.run and LangGraph open source?

Yes. guilds.run is open source (AGPL-3.0-only). LangGraph is open source (MIT).

Other comparisons with guilds.run or LangGraph

Machine-readable

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