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AI · head to head

LangGraph vs Mural

LangGraph logo

LangGraph

AI

Agent runtime and orchestration framework

From
Free
Rated
-
Full reviewWebsite
Mural logo

Mural

Remote Work

The digital workspace for visual collaboration

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: LangGraph steeper learning curve compared to high-level abstractions; Mural the free plan allows 3 editable murals at a time, so working on a fourth means archiving one
  • They diverge on capability: LangGraph covers Human-in-the-loop controls, Mural covers Infinite canvas.

Where they differ

Only the attributes on which LangGraph and Mural actually diverge.

Attributes where LangGraph and Mural differ
AttributeLangGraphMural
Pricing modelOpen source and free, with optional managed platformsubscription
PlatformsPython, JavaScript, WebWeb, Ios, Android
CategoryAIRemote Work
FoundedUnknown2011

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in LangGraph

  • Human-in-the-loop controls
  • Customizable workflows
  • Memory management
  • Token-by-token streaming
  • Low-level control
  • Multi-agent support

Only in Mural

  • Infinite canvas
  • Sticky notes
  • Shapes & connectors
  • Image uploads
  • Real-time collaboration
  • Templates
  • Voting & feedback
  • Slack

What people use each for

The jobs each tool is most often brought in to do.

LangGraph

  • Building production AI agents with auditable workflowsnot Mural
  • Designing multi-agent systems for complex tasksnot Mural
  • Implementing human oversight in autonomous systemsnot Mural
  • Creating reliable agentic applications at scalenot Mural

Mural

  • Running collaborative workshops and retrospectives on a shared whiteboardnot LangGraph
  • Mapping journeys and diagrams with a distributed teamnot LangGraph

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

LangGraph

  • Steeper learning curve compared to high-level abstractions
  • Requires understanding of graph-based architecture
  • Debugging complex workflows can be challenging
  • Not optimized for simple, one-off use cases

Mural

  • The free plan allows 3 editable murals at a time, so working on a fourth means archiving one
  • Mural AI and the Zoom and Webex integrations require Team+ at $9.99 per member per month billed annually
  • SSO and the Okta, Azure and GitHub integrations are Business only at $17.99 per member per month
  • Multiple workspaces, SCIM, audit logs and enforced 2FA are Enterprise only with no published price

Pricing, plan by plan

LangGraph

Free
  • Open SourceFree
    • MIT-licensed framework
    • Self-hosted deployment
    • Full API access
  • LangGraph Platform$35/month
    • Managed hosting
    • Enterprise deployment
    • Integrated tooling

Mural

Free
  • FreeFree
    • 1 mural
    • Basic shapes
    • File uploads
  • Team$16/month
    • Unlimited murals
    • Advanced templates
    • Team collaboration

Which should you pick?

Choose LangGraph if

  • You need human-in-the-loop controls.
  • You want to start without paying.
  • You work on Python, JavaScript, Web.
  • You also want customizable workflows.
LangGraph review

Choose Mural if

  • You need infinite canvas.
  • You want to start without paying.
  • You work on Web, Ios, Android.
  • You also want sticky notes.
Mural review

Questions people ask

Is LangGraph or Mural better?
Neither clearly leads. LangGraph starts at Free and Mural at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, LangGraph or Mural?
LangGraph starts at Free and Mural at Free.
Does LangGraph or Mural run on more platforms?
LangGraph runs on Python, JavaScript, Web. Mural runs on Web, Ios, Android.
Can I use LangGraph for free?
Both have a free tier, so you can try either at no cost before committing.
What is LangGraph best used for?
LangGraph is most often used for building production ai agents with auditable workflows, designing multi-agent systems for complex tasks, implementing human oversight in autonomous systems, creating reliable agentic applications at scale. Of those, building production ai agents with auditable workflows and designing multi-agent systems for complex tasks are not what Mural is typically brought in for.
What can LangGraph do that Mural cannot?
LangGraph covers Human-in-the-loop controls, Customizable workflows, Memory management, Token-by-token streaming. Mural covers Infinite canvas, Sticky notes, Shapes & connectors, Image uploads.

Answered from the vendors’ own pages

LangGraph: Is LangGraph free to use?

Yes. The core LangGraph framework is MIT-licensed and completely free. You only pay if you use the optional managed LangGraph Platform for hosting.

Source
Mural: How much does Mural cost?

Mural Team+ is $9.99 per member per month billed annually, or $12 billed monthly. Business is $17.99 per member per month billed annually. Enterprise is quoted by sales.

Source
LangGraph: What programming languages does LangGraph support?

LangGraph provides first-class support for Python and JavaScript, enabling cross-platform agent development.

Source
Mural: What does the free Mural plan limit?

The free plan allows unlimited murals in total but only 3 that can be edited at a time, and it is restricted to a single workspace with open rooms only.

Source
LangGraph: Can I deploy LangGraph in production?

Yes. LangGraph can be self-hosted on your own infrastructure or deployed through LangGraph Platform with enterprise support and SLA guarantees.

Source
Mural: Which Mural plan includes single sign-on?

SSO via SAML 2.0 starts on the Business plan at $17.99 per member per month, which also adds unlimited external guests and advanced integrations.

Source
Mural: When do I need Mural Enterprise?

Enterprise adds multiple workspaces, SCIM user and group management and data residency options. Team+ and Business are both limited to a single workspace.

Source
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