> ## Documentation Index
> Fetch the complete documentation index at: https://trigger.dev/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# AI agents overview

> Real world AI agent example tasks using Trigger.dev

## Example projects using AI agents

<CardGroup cols={2}>
  <Card icon="scroll" title="Claude changelog generator" href="/guides/example-projects/claude-changelog-generator">
    Automatically generate professional changelogs from git commits using Claude.
  </Card>

  <Card icon="book" title="Claude GitHub wiki agent" href="/guides/example-projects/claude-github-wiki">
    Generate and maintain GitHub wiki documentation with Claude-powered analysis.
  </Card>

  <Card icon="hand" title="Human-in-the-loop workflow" href="/guides/example-projects/human-in-the-loop-workflow">
    Create audio summaries of newspaper articles using a human-in-the-loop workflow built with
    ReactFlow and Trigger.dev waitpoint tokens.
  </Card>

  <Card title="Mastra agents with memory" icon="database" href="/guides/example-projects/mastra-agents-with-memory">
    Use Mastra to create a weather agent that can collect live weather data and generate clothing
    recommendations.
  </Card>

  <Card title="OpenAI Agent Python SDK guardrails" icon="snake" href="/guides/example-projects/openai-agent-sdk-guardrails">
    Use the OpenAI Agent SDK to create a guardrails system for your AI agents.
  </Card>

  <Card title="OpenAI Agent TypeScript SDK playground" icon="rocket" href="/guides/example-projects/openai-agents-sdk-typescript-playground">
    A playground containing 7 AI agents using the OpenAI Agent SDK for TypeScript with Trigger.dev.
  </Card>

  <Card title="Vercel AI SDK deep research agent" icon="triangle" href="/guides/example-projects/vercel-ai-sdk-deep-research">
    Use the Vercel AI SDK to generate comprehensive PDF reports using a deep research agent.
  </Card>

  <Card title="Smart Spreadsheet" icon="table" href="/guides/example-projects/smart-spreadsheet">
    Enrich company data using Exa search and Claude with real-time streaming results.
  </Card>
</CardGroup>

## Agent fundamentals

These guides will show you how to set up different types of AI agent workflows with Trigger.dev. The examples take inspiration from Anthropic's blog post on [building effective agents](https://www.anthropic.com/research/building-effective-agents).

<CardGroup cols={2}>
  <Card title="Prompt chaining" img="https://mintcdn.com/trigger/uys6iMwf9B_ojh8r/guides/ai-agents/prompt-chaining.png?fit=max&auto=format&n=uys6iMwf9B_ojh8r&q=85&s=8bc4a5c5ff644c6b7c675672d5cab313" href="/guides/ai-agents/generate-translate-copy" width="1293" height="428" data-path="guides/ai-agents/prompt-chaining.png">
    Chain prompts together to generate and translate marketing copy automatically
  </Card>

  <Card title="Routing" img="https://mintcdn.com/trigger/uys6iMwf9B_ojh8r/guides/ai-agents/routing.png?fit=max&auto=format&n=uys6iMwf9B_ojh8r&q=85&s=2f586095b267c7d969afdc0a1e167071" href="/guides/ai-agents/route-question" width="1293" height="428" data-path="guides/ai-agents/routing.png">
    Send questions to different AI models based on complexity analysis
  </Card>

  <Card title="Parallelization" img="https://mintcdn.com/trigger/uys6iMwf9B_ojh8r/guides/ai-agents/parallelization.png?fit=max&auto=format&n=uys6iMwf9B_ojh8r&q=85&s=385b3c71db00c3995cb3de787ef462b4" href="/guides/ai-agents/respond-and-check-content" width="1293" height="428" data-path="guides/ai-agents/parallelization.png">
    Simultaneously check for inappropriate content while responding to customer inquiries
  </Card>

  <Card title="Orchestrator" img="https://mintcdn.com/trigger/uys6iMwf9B_ojh8r/guides/ai-agents/orchestrator-workers.png?fit=max&auto=format&n=uys6iMwf9B_ojh8r&q=85&s=05a71d4ef13664e4e73ed32bfd2a942c" href="/guides/ai-agents/verify-news-article" width="1293" height="428" data-path="guides/ai-agents/orchestrator-workers.png">
    Coordinate multiple AI workers to verify news article accuracy
  </Card>

  <Card title="Evaluator-optimizer" img="https://mintcdn.com/trigger/uys6iMwf9B_ojh8r/guides/ai-agents/evaluator-optimizer.png?fit=max&auto=format&n=uys6iMwf9B_ojh8r&q=85&s=60942bcc65c91600a84882c90eabc016" href="/guides/ai-agents/translate-and-refine" width="1293" height="428" data-path="guides/ai-agents/evaluator-optimizer.png">
    Translate text and automatically improve quality through feedback loops
  </Card>
</CardGroup>