Comparison

Lucid Train compared with IcePanel.

IcePanel models what you intend. Lucid Train reads what you built.

Download for macOS
v0.1.33 · .dmg · Apple Silicon & Intel
Signed & notarized by Apple · opens without a Gatekeeper warning
sha256 698955a0187bc039f4c74f5d05a9f10fbb27376a45788a0a241d1326b73873c7
Download for Windows instead
$curl -fsSL https://lucidtrain.com/install.sh | sh

IcePanel is a web-based collaborative modelling tool built around the C4 model: you build a central model of objects and relationships by hand, and changes propagate across every diagram that uses them. Lucid Train is a desktop application that derives diagrams from your repository, so there is no model to author or maintain. The trade is direct. IcePanel gives you a curated, intentional model several people can work in; Lucid Train gives you an accurate picture of what is actually there, generated locally, with no browser and no upload.

Manual model versus generated view

IcePanel's central model is its strength: define an object once and every diagram referencing it stays consistent, which removes the classic problem of six diagrams disagreeing about the same service. It is also its cost, because somebody has to build and maintain that model, and a model nobody has updated in six months is confidently wrong in a way an out-of-date generated diagram is not.

Intent is expressible in one and not the other

A hand-built model can say a service should not talk to that database. A generated diagram cannot say that, because it shows what exists rather than what was meant. If your primary need is agreeing and communicating an intended architecture across a team, that expressiveness matters and it is a real reason to choose IcePanel.

Where the code cannot leave

IcePanel is browser-based and hosted, with single-tenant environments and data residency available on its enterprise tier. Lucid Train is a desktop application that reads the repository locally and can run entirely against local models with no network at all. For teams whose code cannot be uploaded, that is not a preference but a requirement.

The diagram as an implementation input

The mechanism Lucid Train has that IcePanel does not is the return path: a finished diagram becomes a specification that starts a coding turn in the same window on the same repository. IcePanel's flows feature annotates a diagram with the steps of an interaction, which is genuinely good for explaining a system, but it does not produce code.

Side by side

Lucid TrainIcePanel
Where it runsDesktop appBrowser, hosted
Diagram sourceGenerated from the repoA model you author
Real-time collaborationNoYes
C4 supportContext and container viewsBuilt around C4
Expresses intended architectureNoYes
Runs fully offlineYes, with local modelsNo
Diagram to code as a specificationYesNo
Free tierCLI free and open source5 editors, 100 objects
PaidCLI free and open source; desktop $3/month, 7-day trial, no card$40 and $80 per editor per month, annual
FAQ

Questions

Does IcePanel generate diagrams from source code?

No. It is a modelling tool: you build the model. That is a deliberate design choice on their part, because a hand-built model can express intent that generated output cannot.

Can Lucid Train do real-time collaboration?

No. There is no shared canvas, no share link and no cloud sync. Diagrams are files and git is the sharing mechanism.

Which is better for C4?

IcePanel, if you want C4 as a modelling method with a maintained model behind it. Lucid Train draws context and container views from the code without implementing the C4 metamodel.

Affiliation

Lucid Train is an independent product and is not affiliated with, endorsed by, or connected to the product described on this page. All names and trademarks belong to their respective owners. Pricing and features were checked on 22 August 2026 and change without notice; check the vendor's own site before deciding.

Related

Last updated