Build WhatsApp automations with Kapso workflows: configure WhatsApp triggers, edit workflow graphs, manage executions, deploy functions, search workflow Logs,…
Automate WhatsApp
When to use
Use this skill to build and run WhatsApp automations: workflow CRUD, graph edits, WhatsApp and Project Event triggers, Project Event emissions, executions, function management, webhook tools, and MCP tools.
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.
For project_event triggers, register or update the Project Event definition first when the user is defining an event type/schema:
node scripts/project-event-definitions.js create \
--name conversation.csat_scored \
--description "Customer satisfaction score for a conversation" \
--property-schema '{"score":{"type":"number"},"reason":{"type":"string"}}'
Then create the trigger:
node scripts/create-trigger.js <workflow_id> \
--trigger-type project_event \
--triggerable-attributes '{"event_name":"conversation.csat_scored","property_key":"score","operator":"gte","property_value":4}'
Definitions are metadata only. Do not emit a sample event just to register a name unless the user explicitly accepts that side effect.
Manage Project Event definitions
Use definitions for event names, descriptions, and flat scalar property schemas. Emitted events are separate records created by POST /platform/v1/events, emit_event nodes, Function node project_events, or Agent node emit_event.
List: node scripts/project-event-definitions.js list
Create/update by name: node scripts/project-event-definitions.js create --name <event.name> [--description <text>] [--property-schema <json>]
Update by ID: node scripts/project-event-definitions.js update --definition-id <id> [--name <event.name>] [--description <text>] [--property-schema <json>]
Build workflows with Project Events
Use this checklist when a workflow needs to remember or react to durable business facts:
Define the event first when the user is introducing a new event name or schema.
Use project_event triggers when a workflow should react to an emitted event.
Use an emit_event node for deterministic workflow-step emission.
Use Function node project_events when emission depends on function code output.
Use Agent node emit_event only when the agent should decide whether/when to record the fact. Enable the emit_event default tool and configure allowed event definitions before relying on it.
Project-event-triggered workflows are observers and cannot emit Project Events. Do not add event emission to a workflow that starts from a Project Event trigger.
Debug executions
Search workflow logs first when you have an execution ID: kapso logs search --query "<execution-id>" --source flow_event --filter flow_execution_id=<execution-id> --period 7d --limit 20 --output json
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 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
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 secrets 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
Project Events
Script
Purpose
project-event-definitions.js
List, create, or update Project Event definitions
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
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
Notes
Prefer file paths over inline JSON (--definition-file, --code-file)
Use observe-whatsapp for cross-source Logs search when debugging a workflow alongside API calls, Meta events, or webhook deliveries.
Variable CRUD (variables-set.js, variables-delete.js) is blocked - Platform API doesn't support it
References
Read before editing:
references/local-workflow-source.md - CLI source sync, repo layout, and @kapso/workflows
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/agent-remote-sandbox.md - Remote sandbox behavior, repo resources, mounted paths
references/functions-reference.md - Function management
references/functions-payloads.md - Payload shapes for functions
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-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-remote-sandbox-github-repo-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,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:{create-function.js,create-trigger.js,create-workflow.js,delete-trigger.js,deploy-function.js,edit-graph.js,get-context-value.js,get-execution-event.js,get-execution.js,get-function.js,get-graph.js,get-workflow.js,invoke-function.js,list-execution-events.js,list-executions.js,list-function-invocations.js,list-functions.js,list-provider-models.js,list-triggers.js,list-whatsapp-phone-numbers.js,list-workflows.js,openapi-explore.mjs,project-event-definitions.js,resume-execution.js,update-execution-status.js,update-function.js,update-graph.js,update-trigger.js,update-workflow-settings.js,validate-graph.js,variables-delete.js,variables-list.js,variables-set.js}
|scripts/lib/functions:{args.js,kapso-api.js}
|scripts/lib/workflows:{args.js,kapso-api.js,result.js}don't have the plugin yet? install it then click "run inline in claude" again.