MCPInstall

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.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/existential-birds/beagle --skill react-flow-architecture
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads react-flow-architecture automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

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 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, 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)

// 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)

// 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

// 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)

// 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

// 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

// 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

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

NodesStrategy
< 100Default settings
100-500Enable onlyRenderVisibleElements
500-1000Simplify custom nodes, reduce DOM elements
> 1000Consider virtualization, WebGL alternatives

Optimization Techniques

<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

ControlledUncontrolled
More boilerplateLess code
Full state controlInternal state
Easy persistenceNeed toObject()
Better for complex appsGood for prototypes

Connection Modes

Strict (default)Loose
Source → Target onlyAny handle → any handle
Predictable behaviorMore flexible
Use for data flowsUse for diagrams
<ReactFlow connectionMode={ConnectionMode.Loose} />

Edge Rendering

Default edgesCustom edges
Fast renderingMore control
Limited stylingAny SVG/HTML
Simple use casesComplex labels

FAQ

What does the react-flow-architecture skill do?

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.

How do I install react-flow-architecture?

Run npx skills add https://github.com/existential-birds/beagle --skill react-flow-architecture in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/react-flow-architecture/ (personal) or .claude/skills/react-flow-architecture/ (project).

Which AI agents can use react-flow-architecture?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is react-flow-architecture safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains react-flow-architecture?

It is published by existential-birds in existential-birds/beagle. It has 529 recorded installs.

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