Fetch graph: node scripts/get-graph.js <workflow_id> (note the lock_version)
Edit the JSON (see graph rules below)
Validate: node scripts/validate-graph.js --definition-file <path>
Update: node scripts/update-graph.js <workflow_id> --expected-lock-version <n> --definition-file <path>
Re-fetch to confirm

For small edits, use edit-graph.js with --old-file and --new-file instead.

If you get a lock_version conflict: re-fetch, re-apply changes, retry with new lock_version.

Manage triggers

List: node scripts/list-triggers.js <workflow_id>
Create: node scripts/create-trigger.js <workflow_id> --trigger-type <type> --phone-number-id <id>
Toggle: node scripts/update-trigger.js --trigger-id <id> --active true|false
Delete: node scripts/delete-trigger.js --trigger-id <id>

For inbound_message triggers, first run node scripts/list-whatsapp-phone-numbers.js to get phone_number_id.

Debug executions

List: node scripts/list-executions.js <workflow_id>
Inspect: node scripts/get-execution.js <execution-id>
Get value: node scripts/get-context-value.js <execution-id> --variable-path vars.foo
Events: node scripts/list-execution-events.js <execution-id>

Create and deploy a function

Write code with handler signature (see function rules below)
Create: node scripts/create-function.js --name <name> --code-file <path>
Deploy: node scripts/deploy-function.js --function-id <id>
Verify: node scripts/get-function.js --function-id <id>

Set up agent node with app integrations

Find model: node scripts/list-provider-models.js
Find account: node scripts/list-accounts.js --app-slug <slug> (use pipedream_account_id)
Find action: node scripts/search-actions.js --query <word> --app-slug <slug> (action_id = key)
Create integration: node scripts/create-integration.js --action-id <id> --app-slug <slug> --account-id <id> --configured-props <json>
Add tools to agent node via flow_agent_app_integration_tools

Database CRUD

List tables: node scripts/list-tables.js
Query: node scripts/query-rows.js --table <name> --filters <json>
Create/update/delete with row scripts

Graph rules

Exactly one start node with id = start
Never change existing node IDs
Use {node_type}_{timestamp_ms} for new node IDs
Non-decide nodes have 0 or 1 outgoing next edge
Decide edge labels must match conditions[].label
Edge keys are source/target/label (not from/to)

For full schema details, see references/graph-contract.md.

Function rules

async function handler(request, env) {
  // Parse input
  const body = await request.json();
  // Use env.KV and env.DB as needed
  return new Response(JSON.stringify({ result: "ok" }));
}

Do NOT use export, export default, or arrow functions
Return a Response object

Execution context

Always use this structure:

vars - user-defined variables
system - system variables
context - channel data
metadata - request metadata

Scripts

Workflows

Script	Purpose
`list-workflows.js`	List workflows (metadata only)
`get-workflow.js`	Get workflow metadata
`create-workflow.js`	Create a workflow
`update-workflow-settings.js`	Update workflow settings

Graph

Script	Purpose
`get-graph.js`	Get workflow graph + lock_version
`edit-graph.js`	Patch graph via string replacement
`update-graph.js`	Replace entire graph
`validate-graph.js`	Validate graph structure locally

Triggers

Script	Purpose
`list-triggers.js`	List triggers for a workflow
`create-trigger.js`	Create a trigger
`update-trigger.js`	Enable/disable a trigger
`delete-trigger.js`	Delete a trigger
`list-whatsapp-phone-numbers.js`	List phone numbers for trigger setup

Executions

Script	Purpose
`list-executions.js`	List executions
`get-execution.js`	Get execution details
`get-context-value.js`	Read value from execution context
`update-execution-status.js`	Force execution state
`resume-execution.js`	Resume waiting execution
`list-execution-events.js`	List execution events

Functions

Script	Purpose
`list-functions.js`	List project functions
`get-function.js`	Get function details + code
`create-function.js`	Create a function
`update-function.js`	Update function code
`deploy-function.js`	Deploy function to runtime
`invoke-function.js`	Invoke function with payload
`list-function-invocations.js`	List function invocations

App integrations

Script	Purpose
`list-apps.js`	Search integration apps
`search-actions.js`	Search actions (action_id = key)
`get-action-schema.js`	Get action JSON schema
`list-accounts.js`	List connected accounts
`create-connect-token.js`	Create OAuth connect link
`configure-prop.js`	Resolve remote_options for a prop
`reload-props.js`	Reload dynamic props
`list-integrations.js`	List saved integrations
`create-integration.js`	Create an integration
`update-integration.js`	Update an integration
`delete-integration.js`	Delete an integration

Databases

Script	Purpose
`list-tables.js`	List D1 tables
`get-table.js`	Get table schema + sample rows
`query-rows.js`	Query rows with filters
`create-row.js`	Create a row
`update-row.js`	Update rows
`upsert-row.js`	Upsert a row
`delete-row.js`	Delete rows

OpenAPI

Script	Purpose
`openapi-explore.mjs`	Explore OpenAPI (search/op/schema/where)

Install deps (once):

npm i

Examples:

node scripts/openapi-explore.mjs --spec workflows search "variables"
node scripts/openapi-explore.mjs --spec workflows op getWorkflowVariables
node scripts/openapi-explore.mjs --spec platform op queryDatabaseRows

Notes

Prefer file paths over inline JSON (--definition-file, --code-file)
action_id is the same as key from search-actions
--account-id uses pipedream_account_id from list-accounts
Variable CRUD (variables-set.js, variables-delete.js) is blocked - Platform API doesn't support it
Raw SQL execution is not supported via Platform API

References

Read before editing:

references/graph-contract.md - Graph schema, computed vs editable fields, lock_version
references/node-types.md - Node types and config shapes
references/workflow-overview.md - Execution flow and states

Other references:

references/execution-context.md - Context structure and variable substitution
references/triggers.md - Trigger types and setup
references/app-integrations.md - App integration and variable_definitions
references/functions-reference.md - Function management
references/functions-payloads.md - Payload shapes for functions
references/databases-reference.md - Database operations

Assets

File	Description
`workflow-linear.json`	Minimal linear workflow
`workflow-decision.json`	Minimal branching workflow
`workflow-agent-simple.json`	Minimal agent workflow
`workflow-customer-support-intake-agent.json`	Customer support intake
`workflow-interactive-buttons-decide-function.json`	Interactive buttons + decide (function)
`workflow-interactive-buttons-decide-ai.json`	Interactive buttons + decide (AI)
`workflow-api-template-wait-agent.json`	API trigger + template + agent
`function-decide-route-interactive-buttons.json`	Function for button routing
`agent-app-integration-example.json`	Agent node with app integrations

Related skills

integrate-whatsapp - Onboarding, webhooks, messaging, templates, flows
observe-whatsapp - Debugging, logs, health checks

[automate-whatsapp file map]|root: .
|.:{package.json,SKILL.md}
|assets:{agent-app-integration-example.json,databases-example.json,function-decide-route-interactive-buttons.json,functions-example.json,workflow-agent-simple.json,workflow-api-template-wait-agent.json,workflow-customer-support-intake-agent.json,workflow-decision.json,workflow-interactive-buttons-decide-ai.json,workflow-interactive-buttons-decide-function.json,workflow-linear.json}
|references:{app-integrations.md,databases-reference.md,execution-context.md,function-contracts.md,functions-payloads.md,functions-reference.md,graph-contract.md,node-types.md,triggers.md,workflow-overview.md,workflow-reference.md}
|scripts:{configure-prop.js,create-connect-token.js,create-function.js,create-integration.js,create-row.js,create-trigger.js,create-workflow.js,delete-integration.js,delete-row.js,delete-trigger.js,deploy-function.js,edit-graph.js,get-action-schema.js,get-context-value.js,get-execution-event.js,get-execution.js,get-function.js,get-graph.js,get-table.js,get-workflow.js,invoke-function.js,list-accounts.js,list-apps.js,list-execution-events.js,list-executions.js,list-function-invocations.js,list-functions.js,list-integrations.js,list-provider-models.js,list-tables.js,list-triggers.js,list-whatsapp-phone-numbers.js,list-workflows.js,openapi-explore.mjs,query-rows.js,reload-props.js,resume-execution.js,search-actions.js,update-execution-status.js,update-function.js,update-graph.js,update-integration.js,update-row.js,update-trigger.js,update-workflow-settings.js,upsert-row.js,validate-graph.js,variables-delete.js,variables-list.js,variables-set.js}
|scripts/lib/databases:{args.js,filters.js,kapso-api.js}
|scripts/lib/functions:{args.js,kapso-api.js}
|scripts/lib/workflows:{args.js,kapso-api.js,result.js}

automate-whatsapp

Automate WhatsApp

When to use

Setup

How to

Edit a workflow graph