benchmark-agents
Advanced AI agent benchmark scenarios that push Vercel's cutting-edge platform features — Workflow SDK, AI Gateway, MCP, Chat SDK, Queues, Flags, Sandbox, and…
Vercel Queues guidance — durable topics with at-least-once delivery, independent consumer groups, retries, delays, and idempotency keys via @vercel/queue (JS) or vercel-queue (Python). Use when deferring background work, buffering traffic, fanning out events, or choosing between
$ npx -y skills add vercel-labs/vercel-plugin --skill queues --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/queuesContext preview
The summary Claude sees to decide when to auto-load this skill.
Vercel Queues guidance — durable topics with at-least-once delivery, independent consumer groups, retries, delays, and idempotency keys via @vercel/queue (JS) or vercel-queue (Python). Use when deferring background work, buffering traffic, fanning out events, or choosing between
name: queues
description: Vercel Queues guidance — durable topics with at-least-once delivery, independent consumer groups, retries, delays, and idempotency keys via @vercel/queue (JS) or vercel-queue (Python). Use when deferring background work, buffering traffic, fanning out events, or choosing between Queues and Workflows.
summary: "Vercel Queues (beta) publishes JSON messages to durable topics with `send()` from `@vercel/queue`; consumers are Vercel Functions exported with `handleCallback()` and registered in vercel.json under `functions.<path>.experimentalTriggers` as `{ type: 'queue/v2beta', topic: '<name>' }`. Delivery is at-least-once with automatic retries; use Workflows instead for multi-step durable logic."
metadata:
priority: 6
docs:
- "https://vercel.com/docs/queues"
- "https://vercel.com/docs/queues/sdk"
sitemap: "https://vercel.com/sitemap.xml"
pathPatterns:
- 'app/api/queues/**'
- 'src/app/api/queues/**'
- 'pages/api/queues/**'
- 'lib/queue.*'
- 'src/lib/queue.*'
- 'lib/queues/**'
- 'src/lib/queues/**'
bashPatterns:
- '\bnpm\s+(install|i|add)\s+[^\n]*@vercel/queue\b'
- '\bpnpm\s+(install|i|add)\s+[^\n]*@vercel/queue\b'
- '\bbun\s+(install|i|add)\s+[^\n]*@vercel/queue\b'
- '\byarn\s+add\s+[^\n]*@vercel/queue\b'
- '\b(pip|uv)\s+(install|add)\s+[^\n]*vercel-queue\b'
importPatterns:
- "@vercel/queue"
promptSignals:
phrases:
- "vercel queues"
- "@vercel/queue"
- "background job"
- "background jobs"
- "message queue"
- "job queue"
- "consumer group"
allOf:
- [vercel, queues]
- [queue, topic]
- [queue, consumer]
- [queue, buffer]
- [fan, out]
anyOf:
- "queue"
- "topic"
- "retry"
- "consumer"
- "buffer"
- "background"
noneOf:
- "build queue"
- "deployment queue"
- "queued deployment"
- "deployments stuck"
- "queues up deployments"
- "queue up deployments"
- "queues my deployments"
- "queues our deployments"
- "queues your deployments"
- "queues the deployments"
- "queues deployments"
- "queues builds"
- "queues my builds"
minScore: 6
retrieval:
aliases:
- queues
- message queue
- background jobs
- event streaming
- pub sub
intents:
- defer work to a queue
- process background jobs
- fan out events to consumers
- retry failed jobs
- buffer traffic spikes
entities:
- Vercel Queues
- "@vercel/queue"
- topic
- consumer group
- handleCallback
- experimentalTriggers
chainTo:
-
pattern: '"use workflow"|"use step"|from\s+[''"]workflow[''"]'
targetSkill: workflow
message: 'Workflow SDK code alongside Queues — Workflows is built on Queues and adds durable steps, sleep, and hooks. Loading Workflow guidance.'
-
pattern: 'from\s+[''"](bullmq|bull|bee-queue|agenda)[''"]|@aws-sdk/client-sqs'
targetSkill: queues
message: 'Third-party job queue detected — Vercel Queues provides durable topics with retries and fan-out without running a broker. Loading Queues guidance.'
skipIfFileContains: '@vercel/queue'You are an expert in Vercel Queues, the durable message topics that power background work and agent events on Vercel.
Vercel Queues (public beta) gives you durable, append-only topics. Producers publish JSON messages, and every subscribed consumer group receives every message with at-least-once delivery and automatic retries. New consumer groups can join later and replay non-expired history. Queues is the primitive under Vercel Workflows; use Queues directly when you need control over publishing, consumption, and routing.
| Need | Use | Why | |------|-----|-----| | Fire-and-forget background job, fan-out, buffering | **Queues** | Direct publish/consume, independent consumer groups | | Multi-step logic with sleep, hooks, or human approval | **Workflows** (`⤳ skill: workflow`) | Durable steps and replay built on top of Queues | | Scheduled invocation on a cron | Cron Jobs (`⤳ skill: vercel-functions`) | Time-based trigger, not message-based |
Install the SDK:
npm install @vercel/queue
Publish from any route, Server Action, or function:
// app/api/orders/route.ts
import { send } from '@vercel/queue';
export async function POST(request: Request) {
const body = await request.json();
const { messageId } = await send('orders', { orderId: body.orderId, action: 'process' });
return Response.json({ messageId });
}Consume with a push-mode handler. Messages are acknowledged when the handler returns and retried when it throws:
// app/api/queues/process-order/route.ts
import { handleCallback } from '@vercel/queue';
export const POST = handleCallback(async (message, metadata) => {
await processOrder(message);
console.log('processed', metadata.messageId, 'delivery', metadata.deliveryCount);
});Register the consumer in `vercel.json` (or `vercel.ts`) so Vercel routes the topic to that function:
{
"functions": {
"app/api/queues/process-order/route.ts": {
"experimentalTriggers": [{ "type": "queue/v2beta", "topic": "orders" }]
}
}
}Run `vercel link` and `vercel env pull` before local development so the SDK can authenticate.
await send('orders', payload, {
region: 'sfo1', // target a specifiComprehensive Vercel ecosystem plugin — relational knowledge graph, skills for every major product, specialized agents, and Vercel conventions. Turns any AI agent into a Vercel expert.
Repo: vercel-labs/vercel-plugin
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