ReactFlow Expert
SkillAI & modelsBuilds DAG visualizations using ReactFlow v12 with custom nodes, ELKjs auto-layout, Zustand state management, and live state updates via WebSocket. Use when implementing workflow visualization
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Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the ReactFlow Expert skill
What this skill tells your AI
The instructions your AI receives, as published by curiositech/some_claude_skills in .claude/skills/reactflow-expert/SKILL.md and read by ahel’s review.
Builds DAG visualizations using ReactFlow v12 with custom agent nodes, ELKjs auto-layout, Zustand state management, and live execution state updates.
When to Use
✅ Use for:
- Building workflow/DAG visualization dashboards
- Creating custom ReactFlow node components for agent state
- Integrating ELKjs auto-layout for automatic graph positioning
- Wiring WebSocket execution events into ReactFlow state
- Implementing zoom, pan, selection, and node interaction
❌ NOT for:
- Static Mermaid diagrams (use
mermaid-graph-writer) - General React component development
- Non-graph visualizations (charts, tables)
Architecture
flowchart TD
subgraph "State Layer"
Z[Zustand Store] --> N[nodes + edges]
Z --> U[updateNodeData]
Z --> A[applyNodeChanges / applyEdgeChanges]
end
subgraph "Layout Layer"
E[ELKjs] --> P[Compute positions]
P --> Z
end
subgraph "Data Layer"
WS[WebSocket] --> Z
API[REST API] --> Z
end
subgraph "Render Layer"
Z --> RF[ReactFlow component]
RF --> CN[Custom AgentNode]
RF --> CE[Custom edges]
RF --> PA[Panel controls]
end
Core Patterns (ReactFlow v12)
Zustand Store (Recommended over useNodesState for complex editors)
import { create } from 'zustand';
import { applyNodeChanges, applyEdgeChanges, type Node, type Edge } from '@xyflow/react';
interface DAGStore {
nodes: Node[];
edges: Edge[];
onNodesChange: (changes: any) => void;
onEdgesChange: (changes: any) => void;
setNodes: (nodes: Node[]) => void;
setEdges: (edges: Edge[]) => void;
updateNodeData: (nodeId: string, data: Record<string, any>) => void;
}
const useDAGStore = create<DAGStore>((set, get) => ({
nodes: [],
edges: [],
onNodesChange: (changes) => set({ nodes: applyNodeChanges(changes, get().nodes) }),
onEdgesChange: (changes) => set({ edges: applyEdgeChanges(changes, get().edges) }),
setNodes: (nodes) => set({ nodes }),
setEdges: (edges) => set({ edges }),
// CRITICAL: create NEW object to trigger ReactFlow re-render
updateNodeData: (nodeId, data) => set({
nodes: get().nodes.map((n) =>
n.id === nodeId ? { ...n, data: { ...n.data, ...data } } : n
),
}),
}));
Custom Agent Node
import { Handle, Position, type NodeProps } from '@xyflow/react';
const STATUS_COLORS = {
pending: '#9CA3AF', scheduled: '#60A5FA', running: '#3B82F6',
completed: '#10B981', failed: '#EF4444', retrying: '#F59E0B',
paused: '#8B5CF6', skipped: '#D1D5DB', mutated: '#EAB308',
};
function AgentNode({ data }: NodeProps) {
return (
<div className={`agent-node status-${data.status}`}
style={{ borderColor: STATUS_COLORS[data.status] }}>
<Handle type="target" position={Position.Top} />
<div className="node-header">
<span className={`status-dot ${data.status}`} />
<span>{data.role}</span>
</div>
{data.skills && (
<div className="node-skills">
{data.skills.map((s: string) => <span key={s} className="badge">{s}</span>)}
</div>
)}
{data.status === 'completed' && data.output?.summary && (
<div className="node-output">{data.output.summary.slice(0, 60)}...</div>
)}
{data.metrics?.cost_usd > 0 && (
<div className="node-meta">${data.metrics.cost_usd.toFixed(3)}</div>
)}
<Handle type="source" position={Position.Bottom} />
</div>
);
}
// MUST define outside component (or useMemo) to avoid re-registration
const nodeTypes = { agentNode: AgentNode };
ELKjs Auto-Layout Hook
import ELK from 'elkjs/lib/elk.bundled.js';
import { useCallback } from 'react';
import { useReactFlow } from '@xyflow/react';
const elk = new ELK();
export function useAutoLayout() {
const { fitView } = useReactFlow();
return useCallback(async (nodes: Node[], edges: Edge[], direction = 'DOWN') => {
const isHorizontal = direction === 'RIGHT';
const layouted = await elk.layout({
id: 'root',
layoutOptions: {
'elk.algorithm': 'layered',
'elk.direction': direction,
'elk.spacing.nodeNode': '80',
'elk.layered.spacing.nodeNodeBetweenLayers': '100',
'elk.edgeRouting': 'ORTHOGONAL',
},
children: nodes.map((n) => ({
...n,
targetPosition: isHorizontal ? 'left' : 'top',
sourcePosition: isHorizontal ? 'right' : 'bottom',
width: n.measured?.width ?? 220,
height: n.measured?.height ?? 120,
})),
edges,
});
const result = layouted.children!.map((elkN) => ({
...nodes.find((n) => n.id === elkN.id)!,
position: { x: elkN.x!, y: elkN.y! },
}));
window.requestAnimationFrame(() => fitView());
return result;
}, [fitView]);
}
Dashboard Assembly
import { ReactFlow, ReactFlowProvider, Panel } from '@xyflow/react';
import '@xyflow/react/dist/style.css';
function DAGDashboard({ dagId }: { dagId: string }) {
const { nodes, edges, onNodesChange, onEdgesChange } = useDAGStore();
const layout = useAutoLayout();
// WebSocket → Zustand (see websocket-streaming skill)
useDAGStream(dagId);
return (
<ReactFlow nodes={nodes} edges={edges} nodeTypes={nodeTypes}
onNodesChange={onNodesChange} onEdgesChange={onEdgesChange} fitView>
<Panel position="top-right">
<button onClick={() => layout(nodes, edges, 'DOWN')}>↓ Vertical</button>
<button onClick={() => layout(nodes, edges, 'RIGHT')}>→ Horizontal</button>
</Panel>
</ReactFlow>
);
}
export default function DAGPage({ dagId }: { dagId: string }) {
return <ReactFlowProvider><DAGDashboard dagId={dagId} /></ReactFlowProvider>;
}
v12 Gotchas
| Pitfall | Fix |
|---|---|
nodeTypes defined inside component → infinite re-render | Define OUTSIDE component or wrap in useMemo |
| State update doesn't trigger re-render | Must create NEW node object: { ...node, data: { ...node.data, ...update } } |
xPos/yPos in custom node → undefined | Use positionAbsoluteX/positionAbsoluteY (v12 rename) |
nodeInternals → undefined | Use nodeLookup (v12 rename) |
| ELK layout ignores node size | Pass node.measured?.width and height explicitly |
fitView fires before DOM paint | Wrap in requestAnimationFrame(() => fitView()) |
| Interactive elements drag the node | Add className="nodrag" to inputs, buttons, selects |
Anti-Patterns
Canvas Rendering for Debugging
Wrong: Using canvas-based libraries (GoJS) where you can't inspect nodes in dev tools. Right: ReactFlow renders SVG + HTML. Every node is inspectable in React DevTools and the DOM.
Re-running Layout on Every State Update
Wrong: Calling ELK layout every time a node's status changes (expensive, causes visual jitter). Right: Only re-layout when topology changes (add/remove node/edge). Status color changes are just data updates — no layout needed.
Monolithic Node Component
Wrong: One giant node component handling all node types.
Right: Register separate node types: agentNode, humanGateNode, pluripotentNode. Each is a focused React component.
Signals
- GitHub stars
- 219
- Forks
- 40
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
reactflow-expert- Source
- github.com/curiositech/some_claude_skills