Matlab Build App
MathWorksOfficialCreated by MathWorks
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- Workflow
- Software development
- BSD-2-Clause
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AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
This skill provides a structured approach to developing MATLAB applications, guiding users from initial requirements to a fully implemented codebase. It helps determine the optimal architecture (UIFigure or UIHTML) and layout archetype (e.g., Dashboard, Explorer, Wizard) based on the user's specific needs, team expertise, and maintenance requirements. The skill enforces a rigorous planning phase, requiring an implementation plan before any code is written, and supports multiple serialization formats for UIFigure apps, including App Designer (.mlapp) and plain-text (.m + .xml) formats.
What it does
- Conducts discovery to identify app purpose, maintenance needs, and visual requirements.
- Recommends the best architecture (UIFigure or UIHTML) and layout archetype.
- Produces a detailed implementation plan and writes it to a markdown file.
- Supports building UIFigure apps with optional App Designer serialization.
- Ensures structural integrity by enforcing grid-based layouts and proper background task handling.
- Provides a clear, step-by-step build sequence based on internal documentation.
When to use it
- When you need to build a new MATLAB GUI or interactive tool.
- When you are unsure whether to use UIFigure or UIHTML for a specific project.
- When you need to define a clear development plan for a complex MATLAB application.
- When you want to create an App Designer app using either binary or plain-text formats.
Advantages
- Ensures consistent, maintainable application architecture.
- Prevents common pitfalls by enforcing proven layout and background task patterns.
- Provides clear guidance on choosing between App Designer and programmatic approaches.
- Facilitates collaboration by requiring a documented implementation plan before coding.
Usage examples
- “I need to build a MATLAB dashboard to monitor sensor data. What approach should I take?”
- The agent will ask discovery questions about the app's lifespan, team skills, and visual needs, then recommend an architecture and layout archetype before creating a plan.
- “Build me a UIHTML app for visualizing experimental results.”
- The agent will skip the architecture recommendation, ask for any missing requirements, and proceed to generate an implementation plan for a UIHTML-based app.
Install
5 of its files are not mirrored here, so install it from its source:
https://github.com/matlab/matlab-agentic-toolkit/tree/2a7f215e965597acf6ed495beb9e7b8aff45a3be/skills-catalog/matlab-app-building/matlab-build-app
Documentation by MathWorks
MATLAB Build App
Determine the best architecture for a MATLAB application, produce an implementation plan grounded in internal references, and execute the build. For UIFigure apps, optionally serialize into an App Designer format.
When to Use This Skill
Use this skill when:
User wants to build a MATLAB app, GUI, or interactive tool
User asks "how should I build this app?" or "which approach should I use?"
User describes an application — with or without specifying an implementation path
User mentions: MATLAB app, GUI, uifigure, uihtml, interactive tool, dashboard, visualization app, App Designer, .mlapp, plain-text app
User describes spatial layout needs: dashboard, control panel, sidebar, tabs, wizard, stepper, canvas, workspace
User has already chosen a path (e.g., "build me a uihtml app") — handle directly
When Not to Use
The request is purely about MATLAB computation with no UI component
The user is asking about an existing app they want to modify → read
references/editing-guide.mdThe user wants to convert between App Designer formats (e.g., .mlapp to plain-text or vice versa) → tell them to use File > Save As in App Designer. Do NOT attempt the conversion programmatically.
Critical Rules
MUST ask discovery questions before recommending a path — unless the user already specified one
MUST confirm the path choice with the user before producing the implementation plan
MUST produce an implementation plan grounded in internal references before writing any code
MUST write the plan to a file (
<app-name>-plan.md) in the working directoryNEVER recommend a path without understanding the user's constraints (unless path was pre-specified)
NEVER apply dark mode, custom colors, or visual themes unless the user explicitly requests them
ALWAYS present the recommendation as guidance, not a mandate — the user decides
MUST choose archetype based on the user's primary task, not aesthetics
NEVER treat two archetypes as equals within one app — one is always the primary container
UIFigure app: MUST use
uigridlayoutfor all structural layout — neverPosition-based sizingUIHTML/web app: MUST use CSS Grid or Flexbox for chrome — no absolute positioning for structural panels
The chrome (header, sidebar, tabs, step indicator) MUST remain spatially stable
Background execution (any operation taking more than ~1 second) requires a class-structured app and MUST be read up first in
references/background-tasks.md— do NOT hand-writeparfeval/backgroundPool/DataQueueplumbing from memory. For an App Designer app (.mlappor plain text) you MUST use theaddBackgroundTaskverb and NEVER hand-roll the infrastructure or reuse the standalone-programmatic manual wiring. For a standalone programmatic app, use the MVVM structure per that doc. A flat nested-function app that needs background work MUST escalate to one of these.App Designer serialization: MUST read
references/app-designer/agent-guide-shared.md(covers ownership models, editing discipline, property rules, quoting) plus the format-specific guide (agent-guide-mlapp.mdoragent-guide-plaintext.md) before building. Those docs are the single source of truth; do not attempt to edit app files without reading them first.
Workflow
User request arrives
│
├── Path NOT specified → Full Discovery
│ │
│ ▼
│ Ask Q1-Q4 (purpose, lifespan, polish, team skills)
│ │
│ ▼
│ Identify layout archetype
│ │
│ ▼
│ Recommend UIFigure vs UIHTML based on Q1-Q4
│ │
│ ▼
│ *** STOP: Present recommendation and WAIT for user confirmation ***
│ (Do NOT produce a plan or read references until user says yes)
│ │
│ ▼
│ Ask Q5 (FINAL): Serialization format? (UIFigure apps only)
│ │
│ ├── App Designer → release check, present format choice,
│ │ continue with UIFigure references + add serialization step
│ │
│ └── Standalone programmatic → no extra step
│ │
│ ▼
│ Produce Implementation Plan → write to <app-name>-plan.md
│ │
│ ▼
│ User reviews plan → confirms or adjusts
│ │
│ ▼
│ Begin building (read references per the plan)
│
└── Path IS specified
│
├── Serialization explicit (e.g., ".mlapp app", "plain-text app")
│ → Skip Q5, proceed with stated format
│ → Ask only missing requirements + archetype if unclear
│ → Produce Implementation Plan
│
├── Architecture explicit but serialization not stated
│ (e.g., "build me a uifigure app")
│ → Still ask Q5 (serialization) before planning
│ → Ask missing requirements + archetype if unclear
│ → Produce Implementation Plan
│
└── UIHTML or standalone programmatic explicit
→ Skip Q5 entirely (not applicable)
→ Ask missing requirements + archetype if unclear
→ Produce Implementation PlanDiscovery Questions
Ask these conversationally — not as a rigid checklist. Gather requirements and layout intent first; ask the serialization question last, once you understand what the app needs to do.
Core Questions
1. What does the app do and who is it for?
What will this app do? Who will use it?
Listen for archetype signals: "dashboard", "control panel", "step-by-step", "workspace".
2. Is this a quick tool or something you'll maintain over time?
Is this meant to be maintained and evolved, or is it more of a quick, proof-of-concept tool?
Maintained → proceed to remaining questions; team skills matter
Ephemeral → favor UIHTML app path; can skip team question
3. How polished does the UI need to look?
Are standard MATLAB buttons, sliders, tables, and plots enough? Or do you need custom visuals — branded, animated, or visually richer?
Standard controls sufficient → UIFigure app signal
Custom visuals needed → UIHTML app signal
4. Who will work on this app going forward?
Will this be maintained by people comfortable only with MATLAB, or by people also comfortable with web technologies?
Only ask for maintained apps.
MATLAB-only team → UIFigure app
Web-comfortable team → UIHTML app
5. (FINAL) How should this app be saved?
Do you want this app to open and edit inside App Designer, or do you prefer a standalone programmatic file (no App Designer dependency)?
This is a serialization question, not an architecture question. The app's structure (components, layout, callbacks) is designed using UIFigure knowledge regardless of the answer. Q5 only determines how that design is persisted to disk.
App Designer →
.mlappor plain-text.m+.xml. Check release (plain-text needs R2026b+). If Q3 indicated custom visuals, note that App Designer constrains visual customization vs UIHTML and confirm.Standalone programmatic → programmatic
.mcode, no App Designer dependency. MVVM may warrant multiple files; that is decided at build time.
Follow-up Probes (only if path isn't clear)
Interaction style: Real-time feedback needed? → slight UIFigure lean
Existing work: Existing MATLAB UI code? → UIFigure. Existing web assets? → UIHTML
Distribution: May need to work outside MATLAB? → UIHTML
Long computations: Will any operation take more than a second? → use a background task (read
references/background-tasks.md). Note this requires a class-structured app: App Designer serialization, or MVVM if standalone programmatic. Heavy, long, or one-shot work is ALWAYS a background task, never a timer; a timer fits only scheduled, cheap-per-tick work that must update the UI on the main thread (readreferences/timers.md).
Path Decision Logic
Two stages: first determine architecture (Q1-Q4), then determine serialization format (Q5).
Stage A — Architecture (from Q1-Q4):
Ephemeral app? → Strong default to UIHTML app
Maintained app? → Weigh signals:
Strong UIFigure signals:
✓ Maintained + MATLAB-only team
✓ Standard UI components sufficient
✓ Tight real-time interaction
✓ Existing MATLAB UI code
Strong UIHTML signals:
✓ Ephemeral (regardless of team)
✓ Maintained + web-skilled team
✓ Custom visuals, branded look, animations
✓ Existing web assets
✓ Future portability outside MATLAB
UIFigure + uihtml accent:
Mostly standard app but needs one custom visualization panel.
Stage B — Serialization format (Q5, UIFigure apps only):
Q5 = Standalone → programmatic code (no App Designer). Done.
Q5 = App Designer → adds a serialization layer ON TOP of Stage A.
UIFigure references still apply in full. Serialization is IN ADDITION TO,
not instead of, the normal UIFigure build.
→ Check release, present format choice (plain text vs .mlapp).
→ If Stage A indicated UIHTML for custom visuals, surface the trade-off:
App Designer constrains custom visuals — confirm before committing.Weighting: 1. Architecture (Q1-Q4) 2. Serialization (Q5, applies only to UIFigure)
Paths at a Glance
| Architecture | Key strength |
|---|---|
| UIFigure app | Single language, any MATLAB dev can maintain |
| UIHTML app | Full visual control, rich interactivity |
| UIFigure + accent | Best of both when you need one custom visual |
For UIFigure apps, three serialization formats:
| Format | Trade-off |
|---|---|
Programmatic .m | Standalone, no App Designer dependency |
App Designer .mlapp | Binary, works on any release, opens in App Designer |
App Designer plain text .m + .xml | Source-controllable, AI-editable, R2026b+ |
Layout Archetype
Pick based on the user's primary task:
| Archetype | Primary user task | Structure |
|---|---|---|
| Dashboard | Monitor and compare at a glance | KPI cards + charts + table; read-only |
| Explorer | Adjust parameters, observe live results | Sidebar controls + live display |
| Tabbed | Navigate between independent sections | Tab bar + content panels |
| Wizard | Complete a sequential workflow | Step indicator + one-step-at-a-time |
| Canvas | Create, inspect, or edit spatial artifacts | Central workspace + tools |
If unclear, ask: "Will users mostly be watching results (Dashboard), tweaking controls (Explorer), switching sections (Tabbed), going through steps (Wizard), or working on a central figure (Canvas)?"
Implementation Plan
After confirming path and archetype, produce a plan and write it to <app-name>-plan.md in the working directory. Present a concise summary inline with the approval request.
Plan Template
**Implementation Plan: [App Name]**
**Architecture:** [UIFigure app / UIHTML app / UIFigure + accent]
**Serialization:** [Programmatic .m / App Designer .mlapp / App Designer plain text]
**Layout:** [Archetype] — [one sentence describing spatial structure]
**Structure:**
- [Major panel/area — spatial description]
- [e.g., "Left sidebar (220px) with date range picker, category filter, refresh button"]
- [e.g., "Main area with line chart showing filtered results"]
**Key behaviors:**
- [User-visible interaction effects]
**Internal references that will be used:**
| Reference | Role in this app |
|-----------|-----------------|
| `references/path/file.md` | [what it provides] |
| ... | ... |
**External skills:**
- `matlab-build-chart` — [role, if applicable]
- `matlab-apply-theme` — [role, if applicable]
**File organization:**
[app directory tree]
**Implementation sequence:**
1. [First reference read] — [what it establishes]
2. [Next reference] — [what it adds]
3. [...]Each reference pointer carries provenance: [src: references/uifigure/grid-layout.md §Spanning]
Plan Quality Checks
Before presenting:
[ ] Every reference listed has a concrete role
[ ] Structure uses spatial terms the user can visualize
[ ] Behaviors describe user-visible effects
[ ] Implementation sequence shows a logical build order
[ ] Plan is specific enough for "yes, that's what I want" or "change X"
Reference Router
After plan approval, read the relevant internal references to execute the build.
UIFigure Path
| When building... | Read |
|---|---|
| Grid layout, sizing, components | references/uifigure/guide.md |
| Grid details (spanning, collapse) | references/uifigure/grid-layout.md |
| Panels, tab groups, nested grids | references/uifigure/containers.md |
| Component reference (controls, display) | references/uifigure/components.md |
| Callback patterns, data sharing | references/uifigure/callbacks.md |
| Layout recipes (sidebar, form, split) | references/uifigure/layout-patterns.md |
| MVVM architecture (complex apps) | references/uifigure/mvvm-guide.md |
| View binding patterns | references/uifigure/mvvm-view-binding.md |
| ViewModel testing | references/uifigure/mvvm-testing.md |
| Background execution — concepts + routing (read first) | references/background-tasks.md |
| Background execution — standalone programmatic (MVVM) wiring | references/uifigure/mvvm-background-tasks.md |
| Timers — periodic main-thread work (NOT for offloading heavy work) | references/timers.md |
UIHTML Path
| When building... | Read |
|---|---|
| MATLAB-JS bridge, setup(), events | references/uihtml/bridge-guide.md |
| Communication patterns (4 patterns) | references/uihtml/communication-patterns.md |
| Data type conversion | references/uihtml/data-types.md |
| Platform constraints | references/uihtml/platform-limitations.md |
| uihtml creation, hybrid layouts | references/uihtml/setup.md |
| Error handling (both sides) | references/uihtml/error-handling.md |
| JS MVVM architecture | references/uihtml/mvvm-guide.md |
| Observable/Computed classes | references/uihtml/mvvm-observable-classes.md |
| JS View binding | references/uihtml/mvvm-view-binding.md |
| JS coding patterns, modules | references/uihtml/js-coding-guide.md |
| JS testing & debugging | references/uihtml/js-testing-debugging.md |
| Chart.js setup & patterns | references/uihtml/charting-guide.md |
| Chart type selection | references/uihtml/chart-type-selection.md |
| Chart.js initialization | references/uihtml/chartjs-setup.md |
| Line & bar charts | references/uihtml/line-bar-charts.md |
| Doughnut & scatter charts | references/uihtml/doughnut-scatter-charts.md |
| Chart data updates | references/uihtml/chart-updates.md |
| Chart ↔ bridge integration | references/uihtml/chart-bridge-integration.md |
| Chart performance | references/uihtml/chart-performance.md |
| CSS styling & tokens | references/uihtml/styling-guide.md |
| Component CSS (buttons, inputs) | references/uihtml/component-styles.md |
| CSS layout patterns | references/uihtml/css-layout-patterns.md |
| Brand design tokens | references/uihtml/brand-design-tokens.md |
| Dark mode | references/uihtml/dark-mode.md |
| External color schemes | references/uihtml/external-color-schemes.md |
App Designer Serialization (UIFigure apps only)
Important: App Designer serialization is an additional step AFTER the normal UIFigure build. You MUST also read the UIFigure path references above (components, grid-layout, callbacks, containers, layout-patterns) to design the app's structure. The serialization references below cover only how to persist that design to disk.
Both formats use the same AppDesignerAgentInterface API via the bundled scripts/ tool; only the file extension passed to create()/open() differs.
Read first (both formats):
| When building... | Read |
|---|---|
Verbs, build sequence, editing, save()/validate()/finalize(), inspect() | references/app-designer/agent-guide-shared.md |
| Background execution — concepts + routing (read first) | references/background-tasks.md |
Background execution — addBackgroundTask verb reference | references/app-designer/background-tasks.md |
Plain-text (.m + .xml):
| When building... | Read |
|---|---|
Ownership model, .xml authoring, flow, gotchas | references/app-designer/agent-guide-plaintext.md |
| classdef structure & block ordering rules | references/app-designer/plaintext/classdef-template.md |
| XML structure and which properties to set | references/app-designer/plaintext/xml-template.md |
| Per-component property names, types, defaults | references/app-designer/plaintext/property-reference.md |
| Authoritative XML schema | references/app-designer/plaintext/matlabAppSchema.xsd |
Binary .mlapp:
| When building... | Read |
|---|---|
Build flow, native property values, save()/finalize() | references/app-designer/agent-guide-mlapp.md |
Editing an Existing App
| When editing... | Read |
|---|---|
| Any existing app (determines format, routes to approach) | references/editing-guide.md |
Archetype References
| Archetype | File |
|---|---|
| Dashboard | references/archetypes/dashboard.md |
| Explorer | references/archetypes/explorer.md |
| Tabbed | references/archetypes/tabbed.md |
| Wizard | references/archetypes/wizard.md |
| Canvas | references/archetypes/canvas.md |
External Skills (invoked, not read)
matlab-build-chart— when the app includes MATLAB plots (UIFigure path or UIFigure+accent)matlab-apply-theme— when the app needs dark mode, brand colors, or custom palettes (UIFigure path)
After Plan Approval
All UIFigure apps (regardless of serialization format)
Read the archetype reference for the spatial skeleton
If MVVM warranted (Explorer, Wizard, Canvas, or complex apps): read the architecture reference
Read the UIFigure guide to establish layout (grid, components, containers)
Layer in path-specific references per the implementation sequence
For visual polish: invoke
matlab-apply-theme(UIFigure) or read styling references (UIHTML accent)For charts: invoke
matlab-build-chart(UIFigure) or read charting references (UIHTML accent)If App Designer serialization: read the app-designer reference docs (shared guide + format-specific guide), then use the
AppDesignerAgentInterfaceAPI to persist the app. The docs contain the complete build flow, property rules, and editing discipline.
UIHTML path
Read the archetype reference for the spatial skeleton
If MVVM warranted: read the JS MVVM architecture reference
Read the bridge guide to establish the MATLAB-JS connection
Layer in path-specific references per the implementation sequence
For visual polish: read styling/CSS references
For charts: read charting references
Format Fallback
If the plain text path produces errors that cannot be resolved (e.g., version mismatch, unsupported component), fall back to the .mlapp path — the same verbs drive both formats; re-create the handle with a .mlapp extension. Only fall back to fully programmatic UIFigure code as a last resort.
Recommendation Template
Recommended architecture: [UIFigure app / UIHTML app / UIFigure + accent]
Based on what you've described:
[Key signal 1]
[Key signal 2]
[Key signal 3, if applicable]
What this means: [1-2 sentences on development experience]
Trade-off: [Main thing they'd give up vs the other path]
Serialization (if App Designer): I'd recommend [.mlapp / plain text] because [reason]. This doesn't change the app's structure, just how it's saved.
Want to proceed with this approach, or would you prefer the other path?
Copyright 2026 The MathWorks, Inc.
Files
- ATTRIBUTION.mdAdded by AutoGineer1.0 KiB
- LICENSELicence file added by AutoGineer1.4 KiB
- SKILL.md20.9 KiB
- assets/colors_and_type.css12.8 KiB
- assets/minimal-bridge.html1.3 KiB
- assets/minimal-bridge.m1.2 KiB
- assets/standalone-chart-template.html11.5 KiB
- manifest.yaml672 B
- references/app-designer/agent-guide-mlapp.md15.7 KiB
- references/app-designer/agent-guide-plaintext.md14.7 KiB
- references/app-designer/agent-guide-shared.md27.1 KiB
- references/app-designer/background-tasks.md4.8 KiB
- references/app-designer/plaintext/classdef-template.md11.3 KiB
- references/app-designer/plaintext/matlabAppSchema.xsd16.8 KiB
- references/app-designer/plaintext/property-reference.md45.1 KiB
- references/app-designer/plaintext/xml-template.md12.3 KiB
- references/archetypes/canvas.md8.0 KiB
- references/archetypes/dashboard.md6.4 KiB
- references/archetypes/explorer.md5.7 KiB
- references/archetypes/tabbed.md6.6 KiB
- references/archetypes/wizard.md9.7 KiB
- references/background-tasks.md6.9 KiB
- references/editing-guide.md3.3 KiB
- references/timers.md2.1 KiB
- references/uifigure/callbacks.md3.0 KiB
- references/uifigure/components.md1.7 KiB
- references/uifigure/containers.md1.3 KiB
- references/uifigure/grid-layout.md4.9 KiB
- references/uifigure/guide.md5.3 KiB
- references/uifigure/layout-patterns.md1.5 KiB
- references/uifigure/mvvm-background-tasks.md3.9 KiB
- references/uifigure/mvvm-guide.md11.1 KiB
- references/uifigure/mvvm-testing.md2.8 KiB
- references/uifigure/mvvm-view-binding.md5.4 KiB
- references/uihtml/brand-design-tokens.md5.6 KiB
- references/uihtml/bridge-guide.md7.0 KiB
- references/uihtml/chart-bridge-integration.md7.5 KiB
- references/uihtml/chart-performance.md5.0 KiB
- references/uihtml/chart-type-selection.md3.1 KiB
- references/uihtml/chart-updates.md4.7 KiB
- references/uihtml/charting-guide.md3.9 KiB
- references/uihtml/chartjs-setup.md4.0 KiB
- references/uihtml/communication-patterns.md4.2 KiB
- references/uihtml/component-styles.md4.3 KiB
- references/uihtml/css-layout-patterns.md5.0 KiB
- references/uihtml/dark-mode.md3.8 KiB
- references/uihtml/data-types.md2.7 KiB
- references/uihtml/doughnut-scatter-charts.md6.0 KiB
- references/uihtml/error-handling.md4.6 KiB
- references/uihtml/external-color-schemes.md2.6 KiB
- references/uihtml/js-coding-guide.md11.2 KiB
- references/uihtml/js-testing-debugging.md2.9 KiB
- references/uihtml/line-bar-charts.md5.2 KiB
- references/uihtml/mvvm-guide.md11.0 KiB
- references/uihtml/mvvm-observable-classes.md2.9 KiB
- references/uihtml/mvvm-view-binding.md5.3 KiB
- references/uihtml/platform-limitations.md2.5 KiB
- references/uihtml/setup.md3.9 KiB
- references/uihtml/styling-guide.md8.1 KiB
- scripts/+module/+backgroundtask/BackgroundTaskModule.p(opens on GitHub)Not mirrored: opens on GitHub2.5 KiB
- scripts/+module/+backgroundtask/templates/cancelBackground.m357 B
- scripts/+module/+backgroundtask/templates/handleBackgroundComplete.m1.4 KiB
- scripts/+module/+backgroundtask/templates/safeProgress.m734 B
- scripts/+module/+backgroundtask/templates/startBackground.m1.2 KiB
- scripts/+module/AppBuilderModule.p(opens on GitHub)Not mirrored: opens on GitHub242 B
- scripts/AppDesignerAgentInterface.p(opens on GitHub)Not mirrored: opens on GitHub12.6 KiB
- scripts/MlappBackend.p(opens on GitHub)Not mirrored: opens on GitHub9.4 KiB
- scripts/PlainTextBackend.p(opens on GitHub)Not mirrored: opens on GitHub10.2 KiB
references/uihtml/mvvm-guide.md
UIHTML MVVM
Structure JavaScript web frontends using the Model-View-ViewModel pattern. This skill provides the architectural layer — observable state, ViewModels, View binding, and separation of concerns.
See references/uifigure/mvvm-guide.md for the MATLAB-side MVVM equivalent.
Critical Rules
MUST separate Model, ViewModel, and View into distinct modules or clearly separated code sections
MUST use the Observable class for any ViewModel state that the View needs to react to
MUST clean up subscriptions when Views are destroyed (prevent memory leaks)
NEVER put DOM manipulation code in the ViewModel
NEVER put business logic or data transformation in the View
NEVER have the Model reference the ViewModel or View
Architecture Overview
+------------------+ +-----------------------+ +------------------+
| View | | ViewModel | | Model |
| | | | | |
| DOM elements | | Observable properties | | Data storage |
| Event listeners -+---->| Commands (methods) +---->| Business logic |
| UI updates <--+-----+ Presentation logic |<----+ Validation |
| | | | | Persistence |
+------------------+ +-----------------------+ +------------------+
subscribes to updates
ViewModel props Model dataData flow:
User interacts with View (click, type, slide)
View calls ViewModel command
ViewModel updates Model or its own state
Observable notifies subscribers
View updates DOM automatically
Observable Classes
Observable
A reactive value wrapper. When the value changes, all subscribers are notified. Supports get value(), set value(newValue), and subscribe(callback) which returns an unsubscribe function.
Computed
A derived observable that recalculates when its dependencies change. Created with new Computed(computeFn, dependencies). Read-only value, subscribable.
See mvvm-observable-classes.md for the complete implementations of both classes.
Place both classes in viewmodels/observable.js.
Model
The Model holds data and business logic. It has no knowledge of the UI.
// models/data-model.js
export class DataModel {
constructor() {
this._data = {};
this._listeners = new Set();
}
get data() {
return this._data;
}
set data(value) {
this._data = value;
this._notifyListeners();
}
subscribe(callback) {
this._listeners.add(callback);
return () => this._listeners.delete(callback);
}
_notifyListeners() {
this._listeners.forEach(cb => cb(this._data));
}
// Business logic methods
processInput(input) {
return { ...input, processed: true, timestamp: Date.now() };
}
// Persistence
toJSON() {
return structuredClone(this._data);
}
fromJSON(json) {
this._data = json;
this._notifyListeners();
}
}Model Design Guidelines
Keep Models pure — no DOM references, no ViewModel references
Models can be tested independently of any UI
For uihtml apps, the Model is often a thin wrapper around data received from MATLAB via the bridge
Multiple ViewModels can share one Model (useful for split-pane UIs)
ViewModel
The ViewModel exposes Model data as Observable properties and provides commands the View can invoke.
// viewmodels/main-viewmodel.js
import { Observable, Computed } from './observable.js';
export class MainViewModel {
constructor(model) {
this.model = model;
// Observable properties — View subscribes to these
this.displayValue = new Observable('');
this.isProcessing = new Observable(false);
this.statusMessage = new Observable('Ready');
this.errorMessage = new Observable('');
// Computed property — derived from other observables
this.canSubmit = new Computed(
() => !this.isProcessing.value && this.displayValue.value !== '',
[this.isProcessing, this.displayValue]
);
// React to Model changes
model.subscribe(() => this._syncFromModel());
this._syncFromModel();
}
// Commands — called by View in response to user actions
processCommand(inputValue) {
this.isProcessing.value = true;
this.statusMessage.value = 'Processing...';
this.errorMessage.value = '';
try {
const result = this.model.processInput(inputValue);
this.model.data = result;
this.statusMessage.value = 'Complete';
} catch (error) {
this.errorMessage.value = error.message;
this.statusMessage.value = 'Error';
}
this.isProcessing.value = false;
}
resetCommand() {
this.model.data = {};
this.statusMessage.value = 'Reset';
this.errorMessage.value = '';
}
// Private — sync ViewModel state from Model
_syncFromModel() {
const data = this.model.data;
this.displayValue.value = data.processed
? JSON.stringify(data)
: '';
}
}ViewModel Design Guidelines
Every piece of UI state should be an Observable on the ViewModel
Commands are plain methods — the View calls them, the ViewModel does the work
The ViewModel never references DOM elements or View methods
Put presentation logic here (formatting, display strings, enabled/disabled state)
For uihtml apps: the ViewModel typically sends events to MATLAB via the bridge and updates Observables when results come back
View
The View creates DOM elements and binds them to ViewModel observables. See mvvm-view-binding.md for the complete MainView class pattern.
Key principles:
All DOM creation and manipulation happens in the View only
Use
subscribe()to bind ViewModel observables to DOM updatesStore unsubscribe functions and call them in
destroy()to prevent leaksWire user events (click, input) to ViewModel commands
The View never talks to the Model directly
Wiring It Together
Entry Point (index.html)
<script type="module">
import { DataModel } from './models/data-model.js';
import { MainViewModel } from './viewmodels/main-viewmodel.js';
import { MainView } from './views/main-view.js';
const model = new DataModel();
const viewModel = new MainViewModel(model);
const view = new MainView(viewModel, document.getElementById('app'));
// Expose for console debugging
window.app = { model, viewModel, view };
</script>
<div id="app"></div>With uihtml Bridge
When used in a uihtml app, the bridge feeds data into the Model and sends commands from the ViewModel:
<script type="module">
import { DataModel } from './models/data-model.js';
import { MainViewModel } from './viewmodels/main-viewmodel.js';
import { MainView } from './views/main-view.js';
let model, viewModel, view;
window.setup = function(htmlComponent) {
window.htmlComponent = htmlComponent;
model = new DataModel();
viewModel = new MainViewModel(model);
view = new MainView(viewModel, document.getElementById('app'));
// MATLAB -> JS: update Model from bridge
htmlComponent.addEventListener("DataChanged", function(event) {
model.data = htmlComponent.Data;
});
htmlComponent.addEventListener("ResultReady", function(event) {
model.data = event.Data;
viewModel.statusMessage.value = 'Result received';
viewModel.isProcessing.value = false;
});
htmlComponent.addEventListener("Error", function(event) {
viewModel.errorMessage.value = event.Data;
viewModel.isProcessing.value = false;
});
// Expose for debugging
window.app = { model, viewModel, view };
};
</script>For the ViewModel to send data to MATLAB, add bridge-aware commands:
// In MainViewModel
submitToMATLAB(data) {
this.isProcessing.value = true;
this.statusMessage.value = 'Sending to MATLAB...';
window.htmlComponent.sendEventToMATLAB("ProcessData", data);
// Response handled by bridge listeners that update Model
}When MVVM is Overkill
Skip MVVM and use direct event handlers when:
The app has 2-3 controls with no shared state
There is no two-way data flow (display-only or input-only)
The app is ephemeral and maximum simplicity is preferred
In these cases, wire events directly in setup():
function setup(htmlComponent) {
window.htmlComponent = htmlComponent;
document.getElementById("btn").addEventListener("click", function() {
htmlComponent.sendEventToMATLAB("DoThing", { value: 42 });
});
htmlComponent.addEventListener("Result", function(event) {
document.getElementById("output").textContent = event.Data;
});
}Directory Structure
my-app/
+-- index.html % Entry point
+-- models/
| +-- data-model.js % Data + business logic
+-- viewmodels/
| +-- observable.js % Observable + Computed classes
| +-- main-viewmodel.js % Bindable state + commands
+-- views/
| +-- main-view.js % DOM creation + binding
+-- utils/ % Optional shared utilities
+-- formatting.jsImplementation Checklist
[ ] Observable and Computed classes implemented in
viewmodels/observable.js[ ] Model contains data and business logic only (no UI code)
[ ] ViewModel exposes all UI state as Observables
[ ] ViewModel commands handle user actions (no DOM references)
[ ] View creates DOM and subscribes to ViewModel observables
[ ] View stores unsubscribe functions and calls them in
destroy()[ ] Entry point wires Model -> ViewModel -> View in dependency order
[ ] For uihtml: bridge events feed into Model; ViewModel commands send to MATLAB
[ ] Key objects exposed on
window.appfor console debugging
Troubleshooting
| Issue | Cause | Solution |
|---|---|---|
| View not updating when data changes | Not using Observable | Wrap ViewModel state in new Observable(value) |
| Stale data displayed | Subscribe missed initial value | subscribe() calls callback immediately with current value |
| Memory leak on view switch | Subscriptions not cleaned up | Call destroy() which runs all unsubscribe functions |
| ViewModel has DOM references | Incorrect separation | Move all DOM code to View; ViewModel only has Observables and commands |
| Circular updates | Observable triggers itself | set value() checks !== before notifying |
| Computed not updating | Missing dependency | Pass all source Observables in the dependencies array |
References
| Topic | File | Description |
|---|---|---|
| Observable classes | mvvm-observable-classes.md | Complete Observable and Computed class implementations |
| View binding | mvvm-view-binding.md | Complete MainView class, DOM binding, View design guidelines |
Copyright 2026 The MathWorks, Inc.
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Attribution and licence
- Created by
- MathWorks
- Publisher
- MathWorks (Official)
- Source
- matlab/matlab-agentic-toolkit · skills-catalog/matlab-app-building/matlab-build-app · commit 2a7f215
- Licence
- BSD 2-Clause License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE.md)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
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