automate-whatsapp

Build and manage WhatsApp automations with workflow graphs, triggers, functions, and integrations. Create and edit workflow graphs with nodes and edges, manage triggers (inbound messages, API calls), and deploy custom functions for dynamic logic Execute workflows with full context access (variables, system data, channel metadata) and debug executions via logs and event inspection Integrate third-party apps and actions into agent nodes, query and manipulate D1 databases for persistent state, and use Kapso CLI or environment variables for authentication Includes 40+ scripts for workflow CRUD, graph validation, trigger management, function deployment, app integration setup, and database operations

INSTALLATION
npx skills add https://github.com/gokapso/agent-skills --skill automate-whatsapp
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

Automate WhatsApp

When to use

Use this skill to build and run WhatsApp automations: workflow CRUD, graph edits, triggers, executions, function management, app integrations, and D1 database operations.

Setup

Preferred path:

  • Kapso CLI installed and authenticated (kapso login)
  • For workflow and function edits, use source-controlled projects with kapso link, kapso pull, kapso build, and kapso push
  • For workflow code, use @kapso/workflows and export a Workflow instance from workflow.js or workflow.ts

Fallback path:

Env vars:

  • KAPSO_API_BASE_URL (host only, no /platform/v1)
  • KAPSO_API_KEY

How to

Edit workflows locally

Use this path first when the user is working in, or can create, a local repo.

npm install -g @kapso/cli

npm install --save-dev @kapso/workflows

kapso login

kapso link --project <project-id>

kapso pull

Edit workflows/<workflow-slug>/workflow.js or workflow.ts with @kapso/workflows:

import { START, Workflow } from "@kapso/workflows";

const workflow = new Workflow("inbound-support", {

  name: "Inbound Support",

  status: "draft",

});

workflow.addTrigger({

  type: "inbound_message",

  phoneNumberId: "<phone-number-id>",

});

workflow.addNode(START, {

  position: { x: 100, y: 100 },

});

workflow.addNode("reply", {

  type: "send_text",

  message: "Thanks for reaching out.",

});

workflow.addEdge(START, "reply");

export default workflow;

Build and push:

kapso build

kapso push --dry-run

kapso push workflow <workflow-slug>

Use kapso push to push every local function and workflow. See references/local-workflow-source.md for repo layout, source-file behavior, and JSON-only editing.

Discover phone numbers first

Preferred path:

  • Check project state: kapso status
  • List connected numbers: kapso whatsapp numbers list --output json
  • Resolve a display number when needed: kapso whatsapp numbers resolve --phone-number "<display-number>" --output json

Fallback path:

  • List number configs for triggers: node scripts/list-whatsapp-phone-numbers.js

Edit a workflow graph through API scripts

Prefer local source sync for workflow edits. Use these scripts as a fallback for debugging, direct graph inspection, or API-only environments.

  • 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, prefer kapso whatsapp numbers resolve --phone-number "<display-number>" --output json to get the exact phone_number_id. Fall back to node scripts/list-whatsapp-phone-numbers.js when the CLI is unavailable.

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> [--public-endpoint true]
  • Deploy: node scripts/deploy-function.js --function-id <id>
  • Verify: node scripts/get-function.js --function-id <id>

Use --public-endpoint true when the function should be callable without X-API-Key via the Kapso-hosted invoke URL. This is only supported for Cloudflare functions.

New functions default to invoke_response_mode=passthrough, which returns the function body directly on successful invoke. Legacy wrapped functions can be migrated later with update-function.js.

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

Set up agent node with remote sandbox repositories

Use this when the agent needs a remote ephemeral workspace to inspect or modify repository files during a workflow run.

  • Read references/agent-remote-sandbox.md for the execution model and field rules
  • Find model: node scripts/list-provider-models.js
  • Copy assets/agent-remote-sandbox-github-repo-example.json as a starting point, or edit the agent node under data.config
  • Set sandbox_enabled: true
  • Set sandbox_network_mode to allow_all or allow_list
  • If using allow_list, add extra outbound hosts in sandbox_allowed_outbound_hosts
  • Add GitHub repositories to flow_agent_resources with:
  • resource_type: "github_repository"
  • repo_url
  • branch
  • pat
  • Write the system prompt so it explicitly reads from /workspace/repos/<repo-slug> before making changes
  • Validate and update the graph

Notes:

  • Remote sandbox is beta and free during the beta
  • sandbox_enabled controls whether the remote workspace and sandbox tools are available
  • Repository resources stay configured even if sandbox access is turned off later
  • v1 supports GitHub repositories only
  • Use a repository root URL, not a GitHub file URL or tree/... URL
  • Repositories are mounted into /workspace/repos/<repo-slug> inside the remote sandbox
  • Use references/agent-remote-sandbox.md and references/node-types.md for the exact shape

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, optionally with a public invoke endpoint

update-function.js

Update function code, public endpoint setting, or migrate a legacy wrapped function to passthrough

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:

Other references:

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

agent-remote-sandbox-github-repo-example.json

Agent node with remote sandbox + GitHub repo resource

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,agent-remote-sandbox-github-repo-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:{agent-remote-sandbox.md,app-integrations.md,databases-reference.md,execution-context.md,function-contracts.md,functions-payloads.md,functions-reference.md,graph-contract.md,local-workflow-source.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}
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