trigger-dev — quality + safety report

In the Skillier index (antigravity__trigger-dev) · scanned 2026-06-03 · engine: builtin+triage

A
Quality
92/100
Safety

1 heuristic flag to review

Heuristic flags from the builtin scanner, which is known to over-flag (it trips on legitimate env-reading integrations, security skills, and library .eval calls). This is NOT an authoritative malicious verdict — re-scan with SkillSpector for the authoritative result. Run the authoritative scan →

Skillproof quality grade A

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Quality notes

Skill is large (~5914 tokens)
medium · quality · body
→ Tighten to the essential procedure; move long reference material to linked files.

About this skill

Trigger.dev expert for background jobs, AI workflows, and reliable

📄 Read the SKILL.md
---
name: trigger-dev
description: Trigger.dev expert for background jobs, AI workflows, and reliable
  async execution with excellent developer experience and TypeScript-first
  design.
risk: unknown
source: vibeship-spawner-skills (Apache 2.0)
date_added: 2026-02-27
---

# Trigger.dev Integration

Trigger.dev expert for background jobs, AI workflows, and reliable async
execution with excellent developer experience and TypeScript-first design.

## Principles

- Tasks are the building blocks - each task is independently retryable
- Runs are durable - state survives crashes and restarts
- Integrations are first-class - use built-in API wrappers for reliability
- Logs are your debugging lifeline - log liberally in tasks
- Concurrency protects your resources - always set limits
- Delays and schedules are built-in - no external cron needed
- AI-ready by design - long-running AI tasks just work
- Local development matches production - use the CLI

## Capabilities

- trigger-dev-tasks
- ai-background-jobs
- integration-tasks
- scheduled-triggers
- webhook-handlers
- long-running-tasks
- task-queues
- batch-processing

## Scope

- redis-queues -> bullmq-specialist
- pure-event-driven -> inngest
- workflow-orchestration -> temporal-craftsman
- infrastructure -> infra-architect

## Tooling

### Core

- trigger-dev-sdk
- trigger-cli

### Frameworks

- nextjs
- remix
- express
- hono

### Integrations

- openai
- anthropic
- resend
- stripe
- slack
- supabase

### Deployment

- trigger-cloud
- self-hosted
- docker

## Patterns

### Basic Task Setup

Setting up Trigger.dev in a Next.js project

**When to use**: Starting with Trigger.dev in any project

// trigger.config.ts
import { defineConfig } from '@trigger.dev/sdk/v3';

export default defineConfig({
  project: 'my-project',
  runtime: 'node',
  logLevel: 'log',
  retries: {
    enabledInDev: true,
    default: {
      maxAttempts: 3,
      minTimeoutInMs: 1000,
      maxTimeoutInMs: 10000,
      factor: 2,
    },
  },
});

// src/trigger/tasks.ts
import { task, logger } from '@trigger.dev/sdk/v3';

export const helloWorld = task({
  id: 'hello-world',
  run: async (payload: { name: string }) => {
    logger.log('Processing hello world', { payload });

    // Simulate work
    await new Promise(resolve => setTimeout(resolve, 1000));

    return { message: `Hello, ${payload.name}!` };
  },
});

// Triggering from your app
import { helloWorld } from '@/trigger/tasks';

// Fire and forget
await helloWorld.trigger({ name: 'World' });

// Wait for result
const handle = await helloWorld.trigger({ name: 'World' });
const result = await handle.wait();

### AI Task with OpenAI Integration

Using built-in OpenAI integration with automatic retries

**When to use**: Building AI-powered background tasks

import { task, logger } from '@trigger.dev/sdk/v3';
import { openai } from '@trigger.dev/openai';

// Configure OpenAI with Trigger.dev
const openaiClient = openai.configure({
  id: 'openai',
  apiKey: process.env.OPENAI_API_KEY,
});

export const generateContent = task({
  id: 'generate-content',
  retry: {
    maxAttempts: 3,
  },
  run: async (payload: { topic: string; style: string }) => {
    logger.log('Generating content', { topic: payload.topic });

    // Uses Trigger.dev's OpenAI integration - handles retries automatically
    const completion = await openaiClient.chat.completions.create({
      model: 'gpt-4-turbo-preview',
      messages: [
        {
          role: 'system',
          content: `You are a ${payload.style} writer.`,
        },
        {
          role: 'user',
          content: `Write about: ${payload.topic}`,
        },
      ],
    });

    const content = completion.choices[0].message.content;
    logger.log('Generated content', { length: content?.length });

    return { content, tokens: completion.usage?.total_tokens };
  },
});

### Scheduled Task with Cron

Tasks that run on a schedule

**When to use**: Periodic jobs like reports, cleanup, or syncs

import { schedules, task, logger } from '@trigger.dev/sdk/v3';

export const dailyCleanup = schedules.task({
  id: 'daily-cleanup',
  cron: '0 2 * * *',  // 2 AM daily
  run: async () => {
    logger.log('Starting daily cleanup');

    // Clean up old records
    const deleted = await db.logs.deleteMany({
      where: {
        createdAt: { lt: new Date(Date.now() - 30 * 24 * 60 * 60 * 1000) },
      },
    });

    logger.log('Cleanup complete', { deletedCount: deleted.count });

    return { deleted: deleted.count };
  },
});

// Weekly report
export const weeklyReport = schedules.task({
  id: 'weekly-report',
  cron: '0 9 * * 1',  // Monday 9 AM
  run: async () => {
    const stats = await generateWeeklyStats();
    await sendReportEmail(stats);
    return stats;
  },
});

### Batch Processing

Processing large datasets in batches

**When to use**: Need to process many items with rate limiting

import { task, logger, wait } from '@trigger.dev/sdk/v3';

export const processBatch = task({
  id: 'process-batch',
  queue: {
    concurrencyLimit: 5,  // Only 5 running at once
  },
  run: async (payload: { items: string[] }) => {
    const results = [];

    for (const item of payload.items) {
      logger.log('Processing item', { item });

      const result = await processItem(item);
      results.push(result);

      // Respect rate limits
      await wait.for({ seconds: 1 });
    }

    return { processed: results.length, results };
  },
});

// Trigger batch processing
export const startBatchJob = task({
  id: 'start-batch',
  run: async (payload: { datasetId: string }) => {
    const items = await fetchDataset(payload.datasetId);

    // Split into chunks of 100
    const chunks = chunkArray(items, 100);

    // Trigger parallel batch tasks
    const handles = await Promise.all(
      chunks.map(chunk => processBatch.trigger({ items: chunk }))
    );

    logger.log('Started batch processing', {
      totalItems: items.length,
      batches: chunks.length,
    });

    return { batches: handles.length };
  },
});

### Webhook Handler

Processing webhooks reliably with deduplication

**When to use**: Handling webhooks from Stripe, GitHub, etc.

import { task, logger, idempotencyKeys } from '@trigger.dev/sdk/v3';

export const handleStripeEvent = task({
  id: 'handle-stripe-event',
  run: async (payload: {
    eventId: string;
    type: string;
    data: any;
  }) => {
    // Idempotency based on Stripe event ID
    const idempotencyKey = await idempotencyKeys.create(payload.eventId);

    if (idempotencyKey.isNew === false) {
      logger.log('Duplicate event, skipping', { eventId: payload.eventId });
      return { skipped: true };
    }

    logger.log('Processing Stripe event', {
      type: payload.type,
      eventId: payload.eventId,
    });

    switch (payload.type) {
      case 'checkout.session.completed':
        await handleCheckoutComplete(payload.data);
        break;
      case 'customer.subscription.updated':
        await handleSubscriptionUpdate(payload.data);
        break;
    }

    return { processed: true, type: payload.type };
  },
});

## Sharp Edges

### Task timeout kills execution without clear error

Severity: CRITICAL

Situation: Long-running AI task or batch process suddenly stops. No error in logs.
Task shows as failed in dashboard but no stack trace. Data partially processed.

Symptoms:
- Task fails with no error message
- Partial data processing
- Works locally, fails in production
- "Task timed out" in dashboard

Why this breaks:
Trigger.dev has execution timeouts (defaults vary by plan). When exceeded, the
task is killed mid-execution. If you're not logging progress, you won't know
where it stopped. This is especially common with AI tasks that can take minutes.

Recommended fix:

# Configure explicit timeouts:
```typescript
export const processDocument = task({
  id: 'process-document',
  machine: {
    preset: 'large-2x',  // More resources = longer allowed time
  },
  run: async (payload) => {
    logger.log('Starting document processing', { docId: payload.id });

    // Log progress at each step
    logger.log('Step 1: Extracting text');
    const text = await extractText(payload.fileUrl);

    logger.log('Step 2: Generating embeddings', { textLength: text.length });
    const embeddings = await generateEmbeddings(text);

    logger.log('Step 3: Storing vectors', { count: embeddings.length });
    await storeVectors(embeddings);

    logger.log('Completed successfully');
    return { processed: true };
  },
});
```

# For very long tasks, break into subtasks:
- Use triggerAndWait for sequential steps
- Each subtask has its own timeout
- Progress is visible in dashboard

### Non-serializable payload causes silent task failure

Severity: CRITICAL

Situation: Passing Date objects, class instances, or circular references in payload.
Task queued but never runs. Or runs with undefined/null values.

Symptoms:
- Payload values are undefined in task
- Date objects become strings
- Class methods not available
- "Converting circular structure to JSON"

Why this breaks:
Trigger.dev serializes payloads to JSON. Dates become strings, class instances
lose methods, functions disappear, circular refs throw. Your task sees different
data than you sent.

Recommended fix:

# Always use plain objects:
```typescript
// WRONG - Date becomes string
await myTask.trigger({ createdAt: new Date() });

// RIGHT - ISO string
await myTask.trigger({ createdAt: new Date().toISOString() });

// WRONG - Class instance
await myTask.trigger({ user: new User(data) });

// RIGHT - Plain object
await myTask.trigger({ user: { id: data.id, email: data.email } });

// WRONG - Circular reference
const obj = { parent: null };
obj.parent = obj;
await myTask.trigger(obj);  // Throws!
```

# In task, reconstitute as needed:
```typescript
run: async (payload: { createdAt: string }) => {
  const date = new Date(payload.createdAt);
  // ...
}
```

### Environment variables not synced to Trigger.dev cloud

Severity: CRITICAL

Situation: Task works locally but fails in production. Env var that exists in Vercel
is undefined in Trigger.dev. API calls fail, database connections fail.

Symptoms:
- "Environment variable not found"
- API calls return 401 in production tasks
- Works in dev, fails in production
- Database connection errors in tasks

Why this breaks:
Trigger.dev runs tasks in its own cloud, separate from your Vercel/Railway
deployment. Environment variables must be configured in BOTH places. They
don't automatically sync.

Recommended fix:

# Sync env vars to Trigger.dev:
1. Go to Trigger.dev dashboard
2. Project Settings > Environment Variables
3. Add ALL required env vars

# Or use CLI:
```bash
# Create .env.trigger file
DATABASE_URL=postgres://...
OPENAI_API_KEY=sk-...
STRIPE_SECRET_KEY=sk_live_...

# Push to Trigger.dev
npx trigger.dev@latest env push
```

# Common missing vars:
- DATABASE_URL
- OPENAI_API_KEY / ANTHROPIC_API_KEY
- STRIPE_SECRET_KEY
- Service API keys
- Internal service URLs

# Test in staging:
Trigger.dev has separate envs - configure staging too

### SDK version mismatch between CLI and package

Severity: HIGH

Situation: Updated @trigger.dev/sdk but forgot to update CLI. Or vice versa.
Tasks fail to register. Weird type errors. Dev server crashes.

Symptoms:
- Tasks not appearing in dashboard
- Type errors in trigger.config.ts
- "Failed to register task"
- Dev server crashes on start

Why this breaks:
The Trigger.dev SDK and CLI must be on compatible versions. Breaking changes
between versions cause registration failures. The CLI generates types that
must match the SDK.

Recommended fix:

# Always update together:
```bash
# Update both SDK and CLI
npm install @trigger.dev/sdk@latest
npx trigger.dev@latest dev

# Or pin to same version
npm install @trigger.dev/sdk@3.3.0
npx trigger.dev@3.3.0 dev
```

# Check versions:
```bash
npx trigger.dev@latest --version
npm list @trigger.dev/sdk
```

# In CI/CD:
```yaml
- run: npm install @trigger.dev/s

… (truncated)
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