react-flow-architecture
Architectural guidance for building node-based UIs with React Flow. Use when designing flow-based applications, making decisions about state management, integration patterns, or evaluating whether React Flow fits a use case.
What this skill does
# React Flow Architecture
## When to Use React Flow
### Good Fit
- Visual programming interfaces
- Workflow builders and automation tools
- Diagram editors (flowcharts, org charts)
- Data pipeline visualization
- Mind mapping tools
- Node-based audio/video editors
- Decision tree builders
- State machine designers
### Consider Alternatives
- Simple static diagrams (use SVG or canvas directly)
- Heavy real-time collaboration (may need custom sync layer)
- 3D visualizations (use Three.js, react-three-fiber)
- Graph analysis with 10k+ nodes (use WebGL-based solutions like Sigma.js)
### Decision workflow (gates)
Run this sequence before locking the stack or sprinting implementation. Skip only for throwaway prototypes.
1. **Name the interactions** — List the top user actions (e.g. drag, connect, delete, group). **Pass:** Each action maps to a concrete React Flow callback you will implement (`onNodesChange`, `onConnect`, …).
2. **Classify scale** — Estimate peak nodes (visible canvas or document total). **Pass:** Your range matches a row in [Node Count Guidelines](#node-count-guidelines) and you accept the listed strategy (e.g. `onlyRenderVisibleElements` when that row implies it).
3. **Place state** — Choose local hooks, an external store, or Redux/other. **Pass:** One sentence states where persistence, undo, or cross-surface sync will live, or explicitly “not needed yet.”
4. **Re-check alternatives** — If the use case matches [Consider Alternatives](#consider-alternatives), **Pass:** One sentence explains why React Flow still fits or which listed alternative you chose instead.
## Architecture Patterns
### Package Structure (xyflow)
```
@xyflow/system (vanilla TypeScript)
├── Core algorithms (edge paths, bounds, viewport)
├── xypanzoom (d3-based pan/zoom)
├── xydrag, xyhandle, xyminimap, xyresizer
└── Shared types
@xyflow/react (depends on @xyflow/system)
├── React components and hooks
├── Zustand store for state management
└── Framework-specific integrations
@xyflow/svelte (depends on @xyflow/system)
└── Svelte components and stores
```
**Implication**: Core logic is framework-agnostic. When contributing or debugging, check if issue is in @xyflow/system or framework-specific package.
### State Management Approaches
#### 1. Local State (Simple Apps)
```tsx
// useNodesState/useEdgesState for prototyping
const [nodes, setNodes, onNodesChange] = useNodesState(initialNodes);
const [edges, setEdges, onEdgesChange] = useEdgesState(initialEdges);
```
**Pros**: Simple, minimal boilerplate
**Cons**: State isolated to component tree
#### 2. External Store (Production)
```tsx
// Zustand store example
import { create } from 'zustand';
interface FlowStore {
nodes: Node[];
edges: Edge[];
setNodes: (nodes: Node[]) => void;
onNodesChange: OnNodesChange;
}
const useFlowStore = create<FlowStore>((set, get) => ({
nodes: initialNodes,
edges: initialEdges,
setNodes: (nodes) => set({ nodes }),
onNodesChange: (changes) => {
set({ nodes: applyNodeChanges(changes, get().nodes) });
},
}));
// In component
function Flow() {
const { nodes, edges, onNodesChange } = useFlowStore();
return <ReactFlow nodes={nodes} onNodesChange={onNodesChange} />;
}
```
**Pros**: State accessible anywhere, easier persistence/sync
**Cons**: More setup, need careful selector optimization
#### 3. Redux/Other State Libraries
```tsx
// Connect via selectors
const nodes = useSelector(selectNodes);
const dispatch = useDispatch();
const onNodesChange = useCallback((changes: NodeChange[]) => {
dispatch(nodesChanged(changes));
}, [dispatch]);
```
### Data Flow Architecture
```
User Input → Change Event → Reducer/Handler → State Update → Re-render
↓
[Drag node] → onNodesChange → applyNodeChanges → setNodes → ReactFlow
↓
[Connect] → onConnect → addEdge → setEdges → ReactFlow
↓
[Delete] → onNodesDelete → deleteElements → setNodes/setEdges → ReactFlow
```
### Sub-Flow Pattern (Nested Nodes)
```tsx
// Parent node containing child nodes
const nodes = [
{
id: 'group-1',
type: 'group',
position: { x: 0, y: 0 },
style: { width: 300, height: 200 },
},
{
id: 'child-1',
parentId: 'group-1', // Key: parent reference
extent: 'parent', // Key: constrain to parent
position: { x: 10, y: 30 }, // Relative to parent
data: { label: 'Child' },
},
];
```
**Considerations**:
- Use `extent: 'parent'` to constrain dragging
- Use `expandParent: true` to auto-expand parent
- Parent z-index affects child rendering order
### Viewport Persistence
```tsx
// Save viewport state
const { toObject, setViewport } = useReactFlow();
const handleSave = () => {
const flow = toObject();
// flow.nodes, flow.edges, flow.viewport
localStorage.setItem('flow', JSON.stringify(flow));
};
const handleRestore = () => {
const flow = JSON.parse(localStorage.getItem('flow'));
setNodes(flow.nodes);
setEdges(flow.edges);
setViewport(flow.viewport);
};
```
## Integration Patterns
### With Backend/API
```tsx
// Load from API
useEffect(() => {
fetch('/api/flow')
.then(r => r.json())
.then(({ nodes, edges }) => {
setNodes(nodes);
setEdges(edges);
});
}, []);
// Debounced auto-save
const debouncedSave = useMemo(
() => debounce((nodes, edges) => {
fetch('/api/flow', {
method: 'POST',
body: JSON.stringify({ nodes, edges }),
});
}, 1000),
[]
);
useEffect(() => {
debouncedSave(nodes, edges);
}, [nodes, edges]);
```
### With Layout Algorithms
```tsx
import dagre from 'dagre';
function getLayoutedElements(nodes: Node[], edges: Edge[]) {
const g = new dagre.graphlib.Graph();
g.setGraph({ rankdir: 'TB' });
g.setDefaultEdgeLabel(() => ({}));
nodes.forEach((node) => {
g.setNode(node.id, { width: 150, height: 50 });
});
edges.forEach((edge) => {
g.setEdge(edge.source, edge.target);
});
dagre.layout(g);
return {
nodes: nodes.map((node) => {
const pos = g.node(node.id);
return { ...node, position: { x: pos.x, y: pos.y } };
}),
edges,
};
}
```
## Performance Scaling
### Node Count Guidelines
| Nodes | Strategy |
|-------|----------|
| < 100 | Default settings |
| 100-500 | Enable `onlyRenderVisibleElements` |
| 500-1000 | Simplify custom nodes, reduce DOM elements |
| > 1000 | Consider virtualization, WebGL alternatives |
### Optimization Techniques
```tsx
<ReactFlow
// Only render nodes/edges in viewport
onlyRenderVisibleElements={true}
// Reduce node border radius (improves intersect calculations)
nodeExtent={[[-1000, -1000], [1000, 1000]]}
// Disable features not needed
elementsSelectable={false}
panOnDrag={false}
zoomOnScroll={false}
/>
```
## Trade-offs
### Controlled vs Uncontrolled
| Controlled | Uncontrolled |
|------------|--------------|
| More boilerplate | Less code |
| Full state control | Internal state |
| Easy persistence | Need `toObject()` |
| Better for complex apps | Good for prototypes |
### Connection Modes
| Strict (default) | Loose |
|------------------|-------|
| Source → Target only | Any handle → any handle |
| Predictable behavior | More flexible |
| Use for data flows | Use for diagrams |
```tsx
<ReactFlow connectionMode={ConnectionMode.Loose} />
```
### Edge Rendering
| Default edges | Custom edges |
|---------------|--------------|
| Fast rendering | More control |
| Limited styling | Any SVG/HTML |
| Simple use cases | Complex labels |
Related in Web Dev
generating-lwc-components
IncludedLightning Web Components with PICKLES methodology and 165-point scoring. Use this skill when the user creates or edits LWC components, builds wire service patterns, or writes Jest tests for LWC. TRIGGER when: user creates/edits LWC components, touches lwc/**/*.js, .html, .css, .js-meta.xml files, or asks about wire service, SLDS, or Jest LWC tests. DO NOT TRIGGER when: Apex classes (use generating-apex), Aura components, or Visualforce.
tanstack-query
IncludedManage server state in React with TanStack Query v5. Set up queries with useQuery, mutations with useMutation, configure QueryClient caching strategies, implement optimistic updates, and handle infinite scroll with useInfiniteQuery. Use when: setting up data fetching in React projects, migrating from v4 to v5, or fixing object syntax required errors, query callbacks removed issues, cacheTime renamed to gcTime, isPending vs isLoading confusion, keepPreviousData removed problems.
document-processor-api
IncludedProcess documents with Nutrient DWS. Use when the user wants to generate PDFs from HTML or URLs, convert Office/images/PDFs, assemble or split packets, OCR scans, extract text/tables/key-value pairs, redact PII, watermark, sign, fill forms, optimize PDFs, or produce compliance outputs like PDF/A or PDF/UA. Triggers include convert to PDF, merge these PDFs, OCR this scan, extract tables, redact PII, sign this PDF, make this PDF/A, or linearize for web delivery.
nutrient-document-processing
IncludedProcess documents with Nutrient DWS. Use when the user wants to generate PDFs from HTML or URLs, convert Office/images/PDFs, assemble or split packets, OCR scans, extract text/tables/key-value pairs, redact PII, watermark, sign, fill forms, optimize PDFs, or produce compliance outputs like PDF/A or PDF/UA. Triggers include convert to PDF, merge these PDFs, OCR this scan, extract tables, redact PII, sign this PDF, make this PDF/A, or linearize for web delivery.
tanstack-query
IncludedManage server state in React with TanStack Query v5. Covers useMutationState, simplified optimistic updates, throwOnError, network mode (offline/PWA), and infiniteQueryOptions. Use when setting up data fetching, fixing v4→v5 migration errors (object syntax, gcTime, isPending, keepPreviousData), or debugging SSR/hydration issues with streaming server components.
accelint-nextjs-best-practices
IncludedNext.js performance optimization and best practices. Use when writing Next.js code (App Router or Pages Router); implementing Server Components, Server Actions, or API routes; optimizing RSC serialization, data fetching, or server-side rendering; reviewing Next.js code for performance issues; fixing authentication in Server Actions; or implementing Suspense boundaries, parallel data fetching, or request deduplication.