Unnamed Skill
Core ChainGraph domain concepts - flows, nodes, ports, edges, and execution. Use for ANY ChainGraph development to understand the fundamental abstractions. Explains what flows are, how nodes process data, port types (9 types), edge data transfer, and execution lifecycle. 19 FlowEventTypes, 21 ExecutionEventEnums. Triggers: chaingraph, flow, node, port, edge, execution, what is, how does, concept, architecture, event types.
$ Instalar
git clone https://github.com/chaingraphlabs/chaingraph /tmp/chaingraph && cp -r /tmp/chaingraph/.claude/skills/chaingraph-concepts ~/.claude/skills/chaingraph// tip: Run this command in your terminal to install the skill
name: chaingraph-concepts description: Core ChainGraph domain concepts - flows, nodes, ports, edges, and execution. Use for ANY ChainGraph development to understand the fundamental abstractions. Explains what flows are, how nodes process data, port types (9 types), edge data transfer, and execution lifecycle. 19 FlowEventTypes, 21 ExecutionEventEnums. Triggers: chaingraph, flow, node, port, edge, execution, what is, how does, concept, architecture, event types.
ChainGraph Core Concepts
ChainGraph is a flow-based programming framework for building visual computational graphs. This skill covers the fundamental domain concepts that ALL agents need to understand.
The Four Core Abstractions
┌─────────────────────────────────────────────────────────────┐
│ FLOW │
│ (Directed Acyclic Graph - the container) │
│ │
│ ┌─────────┐ ┌─────────┐ ┌─────────┐ │
│ │ NODE │ │ NODE │ │ NODE │ │
│ │ ┌─────┐ │ EDGE │ ┌─────┐ │ EDGE │ ┌─────┐ │ │
│ │ │PORT │─┼────────▶│ │PORT │─┼────────▶│ │PORT │ │ │
│ │ └─────┘ │ │ └─────┘ │ │ └─────┘ │ │
│ └─────────┘ └─────────┘ └─────────┘ │
│ │
└─────────────────────────────────────────────────────────────┘
1. Flow
A Flow is a directed acyclic graph (DAG) containing interconnected nodes and edges that define a computational workflow.
Key Properties
| Property | Type | Description |
|---|---|---|
id | string | Unique identifier |
metadata | FlowMetadata | Name, description, timestamps, version, owner |
nodes | Map<string, INode> | All nodes in the flow |
edges | Map<string, IEdge> | All edges connecting nodes |
Key Methods
// Add a node to the flow
flow.addNode(node: INode): Promise<INode>
// Connect two ports via edge
flow.connectPorts(sourceNodeId, sourcePortId, targetNodeId, targetPortId): Edge
// Subscribe to flow events
flow.onEvent(handler: (event: FlowEvent) => void): () => void
// Validate entire flow
flow.validate(): Promise<FlowValidationResult>
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/flow/flow.ts:42 | Flow class implementation |
packages/chaingraph-types/src/flow/interface.ts:19-193 | IFlow interface |
packages/chaingraph-types/src/flow/types.ts:12-54 | FlowMetadata type |
2. Node
A Node is a discrete computational unit that performs a specific operation on input data and produces output. Nodes are the building blocks of flows.
Node Lifecycle
Idle → Ready → Executing → Completed
↓
Error
NodeStatus Enum
enum NodeStatus {
Idle = 'idle', // Initial state
Initialized = 'initialized',
Ready = 'ready', // Ready to execute
Pending = 'pending', // Waiting for dependencies
Executing = 'executing', // Currently running
Completed = 'completed', // Successfully finished
Skipped = 'skipped', // Skipped (condition not met)
Error = 'error', // Failed with error
Disposed = 'disposed', // Cleaned up
}
Key Properties
| Property | Type | Description |
|---|---|---|
id | string | Unique identifier |
metadata | NodeMetadata | Type, title, category, description |
status | NodeStatus | Current execution status |
ports | Map<string, IPort> | Input and output ports |
Key Methods
// Execute the node
node.execute(context: ExecutionContext): Promise<NodeExecutionResult>
// Get a port by ID
node.getPort(portId: string): IPort | undefined
// Validate configuration
node.validate(): Promise<NodeValidationResult>
// Reset to initial state
node.reset(): Promise<void>
NodeMetadata
interface NodeMetadata {
type: string // Node class name (required)
title?: string // Display name
category?: NodeCategory // e.g., 'math', 'flow-control', 'ai'
description?: string
version?: number
icon?: string
tags?: string[]
parentNodeId?: string // If nested in group
ui?: NodeUIMetadata // Position, dimensions, etc.
}
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/node/base-node.ts | BaseNode abstract class |
packages/chaingraph-types/src/node/interface.ts:11-14 | INode interface |
packages/chaingraph-types/src/node/node-enums.ts:12-22 | NodeStatus enum |
packages/chaingraph-types/src/node/types.ts:17-31 | NodeMetadata type |
3. Port
A Port is a typed input or output connector on a Node through which data flows. Ports are strongly typed and support primitives, arrays, objects, and streams.
Port Direction
type PortDirection = 'input' | 'output' | 'passthrough'
- Input: Receives data from connected output ports
- Output: Sends data to connected input ports
- Passthrough: Both input and output
Port Types (9 Total)
| Type | Description | Example Use |
|---|---|---|
string | Text values | Names, prompts, API keys |
number | Numeric values | Counts, scores, coordinates |
boolean | True/false | Flags, conditions |
array | List of typed items | Data batches, collections |
object | Structured data with schema | Complex configs, records |
stream | Async multi-channel data | Real-time data, LLM tokens |
enum | Fixed set of options | Dropdown selections |
secret | Encrypted sensitive data | API keys, passwords |
any | Untyped (avoid if possible) | Dynamic data |
Port Configuration
Each port type has a specific config interface:
interface StringPortConfig {
type: 'string'
defaultValue?: string
minLength?: number
maxLength?: number
pattern?: RegExp // Validation regex
}
interface NumberPortConfig {
type: 'number'
defaultValue?: number
min?: number
max?: number
step?: number
integer?: boolean
}
interface ArrayPortConfig<Item> {
type: 'array'
itemConfig: IPortConfig // Type of each item
minLength?: number
maxLength?: number
isMutable?: boolean // Can items be added/removed?
}
interface ObjectPortConfig<Schema> {
type: 'object'
schema: IObjectSchema // Properties definition
isSchemaMutable?: boolean
}
Key Methods
// Get/set port value
port.getValue(): T | undefined
port.setValue(value: T): void
// Validation
port.validate(): boolean
// Serialization
port.serialize(): JSONValue
port.deserialize(data: JSONValue): IPort
// Connection management
port.addConnection(nodeId: string, portId: string): void
port.removeConnection(nodeId: string, portId: string): void
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/port/base/IPort.ts:30-187 | IPort interface |
packages/chaingraph-types/src/port/base/types.ts:84-213 | Port config types |
packages/chaingraph-types/src/port/instances/ | Port implementations |
packages/chaingraph-types/src/port/plugins/ | Validation plugins |
4. Edge
An Edge is a directed connection from an output port of one node to an input port of another node, enabling data flow.
Edge Status
enum EdgeStatus {
Active = 'active', // Connection working
Inactive = 'inactive', // Disabled
Error = 'error', // Transfer failed
}
Key Properties
| Property | Type | Description |
|---|---|---|
id | string | Unique identifier |
sourceNode | INode | Node with output port |
sourcePort | IPort | Output port |
targetNode | INode | Node with input port |
targetPort | IPort | Input port |
metadata | EdgeMetadata | Label, anchors, version |
EdgeMetadata
interface EdgeMetadata {
label?: string // Display label
anchors?: EdgeAnchor[] // Control points for custom paths
version?: number // For optimistic updates
}
interface EdgeAnchor {
id: string
x: number // Coordinate
y: number
index: number // Order in path
}
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/edge/edge.ts:18 | Edge implementation |
packages/chaingraph-types/src/edge/interface.ts:16-65 | IEdge interface |
packages/chaingraph-types/src/edge/types.ts:12-54 | EdgeStatus, EdgeMetadata |
5. Execution
ExecutionContext
The runtime context provided to every executing node:
class ExecutionContext {
readonly executionId: string // Unique run ID
readonly rootExecutionId?: string // Root workflow ID
readonly parentExecutionId?: string // Parent ID (for children)
readonly flowId?: string
readonly userId?: string
readonly startTime: Date
readonly abortController: AbortController
readonly integrations: IntegrationContext // AI, wallet, etc.
readonly executionDepth: number // Prevents infinite recursion (max 100)
// Event emission (for event-driven execution)
emitEvent(eventType: string, data: any, nodeId: string): void
// Port resolution (for stream ports)
resolvePort(nodeId: string, portId: string): void
isPortResolved(nodeId: string, portId: string): boolean
// Get integration data
getIntegration<T>(type: string): T | undefined
}
ExecutionEngine
Orchestrates flow execution:
class ExecutionEngine {
constructor(flow: Flow, context: ExecutionContext, options?: ExecutionOptions)
async execute(): Promise<void>
// Control flow
pause(): void
resume(): void
stop(reason?: string): void
// Event handling
onEvent(eventType: ExecutionEventEnum, callback): void
onError(callback): void
}
ExecutionOptions
interface ExecutionOptions {
execution?: {
maxConcurrency?: number // Default: 50
nodeTimeoutMs?: number // Default: 3600000 (1 hour)
flowTimeoutMs?: number // Default: 10800000 (3 hours)
}
debug?: boolean // Enable debugger
breakpoints?: string[] // Node IDs to break on
}
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/execution/execution-context.ts:37-320 | ExecutionContext |
packages/chaingraph-types/src/flow/execution-engine.ts:49 | ExecutionEngine |
6. Events
Flow Events (FlowEventType)
Events emitted during flow editing (19 total):
| Event | Description |
|---|---|
FlowInitStart | Subscription started |
FlowInitEnd | Initial state sent |
MetadataUpdated | Flow metadata changed |
NodesAdded | Batch nodes added |
NodeAdded | Single node added |
NodeRemoved | Node deleted |
NodesUpdated | Batch nodes updated |
NodeUpdated | Node data changed |
NodeParentUpdated | Node parent changed |
PortCreated | Port added |
PortUpdated | Port value/config changed |
PortRemoved | Port deleted |
EdgesAdded | Batch edges added |
EdgeAdded | Connection created |
EdgeRemoved | Connection deleted |
EdgeMetadataUpdated | Edge metadata changed |
NodeUIPositionChanged | Node moved |
NodeUIDimensionsChanged | Node resized |
NodeUIChanged | General UI changed |
Execution Events (ExecutionEventEnum)
Events emitted during execution (21 total):
| Event | Description |
|---|---|
EXECUTION_CREATED | Execution initialized (index -1) |
FLOW_SUBSCRIBED | Flow subscription confirmed |
FLOW_STARTED | Execution began |
FLOW_COMPLETED | Execution finished |
FLOW_FAILED | Execution errored |
FLOW_CANCELLED | Execution cancelled |
FLOW_PAUSED | Execution paused |
FLOW_RESUMED | Execution resumed |
NODE_STARTED | Node began executing |
NODE_COMPLETED | Node finished |
NODE_FAILED | Node errored |
NODE_SKIPPED | Node skipped |
NODE_STATUS_CHANGED | Node status changed |
NODE_DEBUG_LOG_STRING | Debug log from node |
EDGE_TRANSFER_STARTED | Data transfer started |
EDGE_TRANSFER_COMPLETED | Data transferred |
EDGE_TRANSFER_FAILED | Data transfer failed |
CHILD_EXECUTION_SPAWNED | Child workflow spawned |
CHILD_EXECUTION_COMPLETED | Child workflow completed |
CHILD_EXECUTION_FAILED | Child workflow failed |
DEBUG_BREAKPOINT_HIT | Debugger breakpoint hit |
Key Files
| File | Purpose |
|---|---|
packages/chaingraph-types/src/flow/events.ts:17-47 | FlowEventType enum |
packages/chaingraph-types/src/flow/execution-events.ts:15-48 | ExecutionEventEnum |
Quick Reference
Creating a Node (with decorators)
import { Node, Input, Output, PortString, PortNumber } from '@badaitech/chaingraph-types'
@Node({
title: 'Add Numbers',
category: 'math',
description: 'Adds two numbers',
})
class AddNode extends BaseNode {
@Input()
@PortNumber({ defaultValue: 0 })
a: number = 0
@Input()
@PortNumber({ defaultValue: 0 })
b: number = 0
@Output()
@PortNumber()
result: number = 0
async execute(context: ExecutionContext): Promise<NodeExecutionResult> {
this.result = this.a + this.b
return {}
}
}
Data Flow Summary
1. Flow loads nodes and edges
2. ExecutionEngine resolves dependencies (topological sort)
3. Nodes execute in parallel where possible
4. Output port values transfer to connected input ports
5. Events stream in real-time
6. Flow completes or fails
Related Skills
types-architecture- Deep dive into the types packageport-system- Detailed port types and decoratorseffector-patterns- Frontend state managementdbos-patterns- Backend durable execution
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