Upstash Workflow JS
UpstashOfficialCreated by Upstash
- Skill
- Tool integration
- Cloud and DevOps
- MIT
- Medium risk
AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
The Upstash Workflow SDK enables developers to create reliable, multi-step workflows within serverless environments. By leveraging QStash, it allows functions to survive timeouts, retries, and restarts, effectively managing long-running processes that span minutes or days without keeping the underlying function execution active. It supports complex orchestration patterns, including step-by-step execution, external API calls, event waiting, human-in-the-loop approvals, and sophisticated flow control.
What it does
- Exposes serverless endpoints for durable workflow execution.
- Manages multi-step processes that persist across function restarts and timeouts.
- Provides tools for flow control, including concurrency, rate limiting, and parallelism.
- Supports advanced patterns like cross-workflow invocation and waiting for external events.
- Enables local development and testing via the QStash dev server.
- Facilitates human-in-the-loop workflows and real-time updates.
When to use it
- When building long-running tasks that exceed standard serverless function execution limits.
- When implementing saga or orchestration patterns in a distributed system.
- When you need reliable background jobs with built-in checkpointing and retries.
- When building AI agents or orchestrators that require stateful, multi-step execution.
- When integrating human approval steps into automated backend processes.
Advantages
- Eliminates the need to hold serverless functions open for long durations.
- Built-in support for retries, failure callbacks, and dead-letter queues.
- Seamless integration with popular serverless platforms like Vercel and Cloudflare Workers.
- Simplifies complex state management for asynchronous operations.
Usage examples
- “How do I define a basic two-step workflow using the Upstash SDK?”
- The agent provides a code snippet using the serve() function and context.run() to define sequential steps that persist across execution.
- “How can I trigger a workflow from my existing backend code?”
- The agent demonstrates initializing the Workflow Client with a QStash token and using the trigger() method to initiate the workflow URL.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/upstash/upstash-workflow-js/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip upstash-workflow-js.zip -d .agents/skills
Documentation by Upstash
Upstash Workflow SDK
Bundled docs and source
Before writing or debugging SDK code, check node_modules/@upstash/workflow/docs/ for bundled docs and node_modules/@upstash/workflow/src/ for readable TypeScript source. Read and search the relevant files when present; otherwise use the references in this skill.
Quick Start
The Upstash Workflow SDK lets you expose serverless workflow endpoints and run them reliably using QStash under the hood.
Install:
npm install @upstash/workflowDefine a simple workflow endpoint:
import { serve } from "@upstash/workflow";
export const { POST } = serve(async (context) => {
await context.run("step-1", () => console.log("step 1"));
await context.run("step-2", () => console.log("step 2"));
});Trigger it from your backend:
import { Client } from "@upstash/workflow";
const client = new Client({ token: process.env.QSTASH_TOKEN! });
await client.trigger({ url: "https://your-app.com/api/workflow" });Other Skill Files
These files contain the full documentation. Use them for details, patterns, and advanced behavior.
basics:
basics/serve – How to expose workflow endpoints.
basics/context – Full API for workflow
context(steps, waits, webhooks, events, invoke, etc.).basics/client – Using the Workflow client to trigger, cancel, inspect, and notify runs.
features:
features/invoke – Cross‑workflow invocation.
features/reliability – Retries, failure callbacks, and DLQ.
features/flow-control – Rate limits, concurrency, and parallelism.
features/wait-for-event – Notify and wait-for-event patterns.
features/webhooks – Webhook creation and consumption.
how to:
how-to/local-dev – Local QStash dev server (auto via
QSTASH_DEV=true) and tunneling.how-to/realtime – Realtime and human‑in‑the‑loop workflows.
how-to/migrations – Migrating workflows safely.
how-to/middleware – Adding middleware to workflows.
other files:
rest-api – Low-level REST endpoints for interacting with QStash/Workflow.
troubleshooting – Common debugging and environment issues.
agents – Using Workflow with agents, orchestrators, and automation patterns.
Files
- ATTRIBUTION.mdAdded by AutoGineer892 B
- LICENSELicence file added by AutoGineer1.1 KiB
- SKILL.md3.4 KiB
- agents.md6.7 KiB
- basics/client.md4.1 KiB
- basics/context.md5.1 KiB
- basics/serve.md2.4 KiB
- features/flow-control.md3.9 KiB
- features/invoke.md2.6 KiB
- features/retries-failures-reliability.md6.3 KiB
- features/wait-for-event.md2.8 KiB
- features/webhooks.md2.5 KiB
- how-to/local-dev.md5.0 KiB
- how-to/middleware.md4.7 KiB
- how-to/migrations.md4.8 KiB
- how-to/realtime.md4.8 KiB
- rest-api.md6.6 KiB
- troubleshooting.md4.8 KiB
how-to/middleware.md
Middlewares
This guide explains how to intercept workflow lifecycle and debug events using middleware. It covers how to attach middlewares, define event handlers, initialize resources, and combine functionality into efficient implementations.
Overview
Middlewares plug into the workflow engine and listen to:
Lifecycle events such as run start, run completion, and step execution
Debug messages such as errors, warnings, and informational logs
They are useful for logging, monitoring, instrumentation, and integrating with external systems.
Using Built‑in Middleware
Add middleware inside the middlewares array when serving a workflow:
import { serve } from "@upstash/workflow/nextjs";
import { loggingMiddleware } from "@upstash/workflow";
export const { POST } = serve(
async (ctx) => {
await ctx.run("step-1", () => "Hello World");
},
{
middlewares: [loggingMiddleware], // emits run/step logs
}
);Creating Custom Middleware
You define middleware by instantiating WorkflowMiddleware with callbacks for the events you want to handle.
Direct Callback Definitions
All lifecycle and debug events can be defined in one object.
import { WorkflowMiddleware } from "@upstash/workflow";
const customMiddleware = new WorkflowMiddleware({
name: "custom-logger",
callbacks: {
// Lifecycle events
runStarted: async ({ context }) => {
console.log(`Run ${context.workflowRunId} started`);
},
beforeExecution: async ({ context, stepName }) => {
console.log(`→ Executing step: ${stepName}`);
},
afterExecution: async ({ context, stepName, result }) => {
console.log(`✓ Step ${stepName} completed`, result);
},
runCompleted: async ({ context, result }) => {
console.log(`Run ${context.workflowRunId} finished`, result);
},
// Debug events
onError: async ({ workflowRunId, error }) => {
console.error(`Error in ${workflowRunId}`, error);
},
onWarning: async ({ workflowRunId, warning }) => {
console.warn(`Warning from ${workflowRunId}`, warning);
},
onInfo: async ({ workflowRunId, info }) => {
console.info(`Info from ${workflowRunId}`, info);
},
},
});Initialization With init
Use init when you need setup logic (connecting to a DB, creating clients, loading configuration). init returns an object containing the callbacks.
import { WorkflowMiddleware } from "@upstash/workflow";
const databaseMiddleware = new WorkflowMiddleware({
name: "database-logger",
init: async () => {
const db = await connectToDatabase();
return {
runStarted: async ({ context }) => {
await db.insert({ workflowRunId: context.workflowRunId, status: "started" });
},
runCompleted: async ({ context, result }) => {
await db.update({ workflowRunId: context.workflowRunId, status: "completed", result });
},
onError: async ({ workflowRunId, error }) => {
await db.insert({ workflowRunId, level: "error", message: error.message });
},
};
},
});Event Reference
Below is a concise list of supported event handlers and what they receive.
Lifecycle
runStarted:
{ context }beforeExecution:
{ context, stepName }afterExecution:
{ context, stepName, result }runCompleted:
{ context, result }
Debug
onError:
{ workflowRunId?, error }onWarning:
{ workflowRunId?, warning }onInfo:
{ workflowRunId?, info }
Combined Example
Single snippet showing typical usage patterns.
import { serve } from "@upstash/workflow/nextjs";
import { WorkflowMiddleware } from "@upstash/workflow";
// Error tracking
const errorTrackingMiddleware = new WorkflowMiddleware({
name: "errors",
callbacks: {
onError: async ({ workflowRunId, error }) => {
await fetch("https://monitoring/errors", {
method: "POST",
body: JSON.stringify({ workflowRunId, error: error.message }),
});
},
},
});
// Performance measurement
const timings = new Map();
const performanceMiddleware = new WorkflowMiddleware({
name: "perf",
callbacks: {
beforeExecution: ({ stepName }) => timings.set(stepName, Date.now()),
afterExecution: ({ stepName }) => {
const t = timings.get(stepName);
if (t) console.log(`Step ${stepName} took ${Date.now() - t}ms`);
timings.delete(stepName);
},
},
});
export const { POST } = serve(
async (ctx) => {
await ctx.run("task", () => "done");
},
{
middlewares: [errorTrackingMiddleware, performanceMiddleware],
}
);Pitfalls and Tips
Ensure
initreturns all callbacks; missing keys simply mean the event is ignored.Debug events may be called without a
workflowRunIdif errors occur before run id is identified.
Requirements and compatibility
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.
Needs: Needs Node.js
Security
What our scanner noticed· Medium risk
- Possible data-exfiltration endpoints
A static scan is not a guarantee. Skills are third-party content: review a skill before you let an agent use it.
Attribution and licence
- Created by
- Upstash
- Publisher
- Upstash (Official)
- Source
- upstash/skills · skills/upstash-workflow-js · commit 9f9e3e5
- Licence
- MIT License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
AutoGineer is not affiliated with or endorsed by Upstash.
Download ZIP
The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download upstash-workflow-js.zip