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‎docs/guides/example-projects/batch-llm-evaluator.mdx

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- View the Trigger.dev task code in the [src/trigger/batch.ts](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/trigger/batch.ts) file.
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- The `evaluateModels` task uses the `batch.triggerByTaskAndWait` method to distribute the task to the different LLM models.
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- It then passes the results through to a `summarizeEvals` task that calculates some dummy "tags" for each LLM response.
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- We use a [useRealtimeRunsWithTag](https://trigger.dev/docs/frontend/react-hooks/realtime#userealtimerunswithtag) hook to subscribe to the different evaluation tasks runs in the [src/components/llm-evaluator.tsx](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/components/llm-evaluator.tsx) file.
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- We use a [useRealtimeRunsWithTag](/realtime/react-hooks/realtime#userealtimerunswithtag) hook to subscribe to the different evaluation tasks runs in the [src/components/llm-evaluator.tsx](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/components/llm-evaluator.tsx) file.
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- We then pass the relevant run down into three different components for the different models:
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- The `AnthropicEval` component: [src/components/evals/Anthropic.tsx](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/components/evals/Anthropic.tsx)
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- The `XAIEval` component: [src/components/evals/XAI.tsx](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/components/evals/XAI.tsx)
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- The `OpenAIEval` component: [src/components/evals/OpenAI.tsx](https://github.com/triggerdotdev/examples/blob/main/batch-llm-evaluator/src/components/evals/OpenAI.tsx)
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- Each of these components then uses [useRealtimeRunWithStreams](https://trigger.dev/docs/frontend/react-hooks/realtime#userealtimerunwithstreams) to subscribe to the different LLM responses.
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- Each of these components then uses [useRealtimeRunWithStreams](/realtime/react-hooks/streams) to subscribe to the different LLM responses.
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<RealtimeLearnMore />

‎docs/guides/example-projects/human-in-the-loop-workflow.mdx

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<UpgradeToV4Note />
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While the workflow in this example is static and does not allow changing the connections between nodes in the UI, it serves as a good baseline for understanding how to build completely custom workflow builders using Trigger.dev and ReactFlow.
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## Learn more about Trigger.dev Realtime and waitpoint tokens
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To learn more, take a look at the following resources:
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- [Trigger.dev Realtime](/realtime) - learn more about how to subscribe to runs and get real-time updates
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- [Realtime streaming](/realtime/streams) - learn more about streaming data from your tasks
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- [React hooks](/frontend/react-hooks) - learn more about using React hooks to interact with the Trigger.dev API
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- [Realtime streaming](/realtime/react-hooks/streams) - learn more about streaming data from your tasks
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- [React hooks](/realtime/react-hooks) - learn more about using React hooks to interact with the Trigger.dev API
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- [Waitpoint tokens](/wait-for-token) - learn about waitpoint tokens in Trigger.dev and human-in-the-loop flows

‎docs/guides/example-projects/vercel-ai-sdk-deep-research.mdx

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### Using Trigger.dev Realtime to trigger and subscribe to the deep research task
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We use the [`useRealtimeTaskTrigger`](/frontend/react-hooks/triggering#userealtimetasktrigger) React hook to trigger the `deep-research` task and subscribe to it's updates.
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We use the [`useRealtimeTaskTrigger`](/realtime/react-hooks/triggering#userealtimetasktrigger) React hook to trigger the `deep-research` task and subscribe to it's updates.
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**Frontend (React Hook)**:
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‎docs/guides/example-projects/vercel-ai-sdk-image-generator.mdx

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This demo is a full stack example that uses the following:
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- A [Next.js](https://nextjs.org/) app using [shadcn](https://ui.shadcn.com/) for the UI
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- Our 'useRealtimeRun' [React hook](https://trigger.dev/docs/frontend/react-hooks/realtime) to subscribe to the run and show updates on the frontend
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- Our 'useRealtimeRun' [React hook](/realtime/react-hooks/realtime) to subscribe to the run and show updates on the frontend
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- The [Vercel AI SDK](https://sdk.vercel.ai/docs/introduction) to [generate images](https://sdk.vercel.ai/docs/ai-sdk-core/image-generation) using OpenAI's DALL-E models
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## GitHub repo
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## Relevant code
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- View the Trigger.dev task code which generates the image using the Vercel AI SDK in [src/trigger/realtime-generate-image.ts](https://github.com/triggerdotdev/examples/tree/main/vercel-ai-sdk-image-generator/src/trigger/realtime-generate-image.ts).
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- We use a [useRealtimeRun](https://trigger.dev/docs/frontend/react-hooks/realtime#userealtimerun) hook to subscribe to the run in [src/app/processing/[id]/ProcessingContent.tsx](https://github.com/triggerdotdev/examples/tree/main/vercel-ai-sdk-image-generator/src/app/processing/[id]/ProcessingContent.tsx).
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- We use a [useRealtimeRun](/realtime/react-hooks/realtime#userealtimerun) hook to subscribe to the run in [src/app/processing/[id]/ProcessingContent.tsx](https://github.com/triggerdotdev/examples/tree/main/vercel-ai-sdk-image-generator/src/app/processing/[id]/ProcessingContent.tsx).
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<RealtimeLearnMore />

‎docs/introduction.mdx

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<Card title="Examples" img="/images/intro-examples.jpg" href="/guides/introduction#example-tasks">
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Explore dozens of examples tasks to use in your own projects
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</Card>
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<Card title="Frameworks" img="/images/intro-frameworks.jpg" href="/guides/introduction#frameworks">
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<Card
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title="Frameworks"
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img="/images/intro-frameworks.jpg"
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href="/guides/introduction#frameworks"
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>
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Learn how to use Trigger.dev with your favorite frameworks
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</Card>
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<Card title="Video walkthrough" img="/images/intro-video.jpg" href="/video-walkthrough">
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Trigger.dev is an open source background jobs framework that lets you write reliable workflows in plain async code. Run long-running AI tasks, handle complex background jobs, and build AI agents with built-in queuing, automatic retries, and real-time monitoring. No timeouts, elastic scaling, and zero infrastructure management required.
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We provide everything you need to build and manage background tasks: a CLI and SDK for writing tasks in your existing codebase, support for both [regular](/tasks/overview) and [scheduled](/tasks/scheduled) tasks, full observability through our dashboard, and a [Realtime API](/realtime) with [React hooks](/frontend/react-hooks#realtime-hooks) for showing task status in your frontend. You can use [Trigger.dev Cloud](https://cloud.trigger.dev) or [self-host](/open-source-self-hosting) on your own infrastructure.
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We provide everything you need to build and manage background tasks: a CLI and SDK for writing tasks in your existing codebase, support for both [regular](/tasks/overview) and [scheduled](/tasks/scheduled) tasks, full observability through our dashboard, and a [Realtime API](/realtime) with [React hooks](/realtime/react-hooks#realtime-hooks) for showing task status in your frontend. You can use [Trigger.dev Cloud](https://cloud.trigger.dev) or [self-host](/open-source-self-hosting) on your own infrastructure.
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## Learn the concepts
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Runs are the instances of tasks that are executed. Learn how they work.
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</Card>
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<Card title="API keys" icon="key" href="/apikeys" color="#EAEA08">
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API keys are used to authenticate requests to the Trigger.dev API. Learn how to create and use them.
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API keys are used to authenticate requests to the Trigger.dev API. Learn how to create and use
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them.
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</Card>
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</CardGroup>
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<Card title="Realtime API" icon="loader" href="/realtime" color="#22C55E">
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The Realtime API allows you to trigger tasks and get the status of runs.
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</Card>
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<Card title="React hooks" icon="react" href="/frontend/react-hooks" color="#3B82F6">
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<Card title="React hooks" icon="react" href="/realtime/react-hooks" color="#3B82F6">
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React hooks are a way to show task status in your frontend.
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</Card>
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<Card title="Waits" icon="calendar-clock" href="/wait" color="#F59E0B">
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Waits are a way to wait for a task to finish before continuing.
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</Card>
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<Card title="Errors and retries" icon="message-exclamation" href="/errors-retrying" color="#F43F5E">
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<Card
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title="Errors and retries"
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icon="message-exclamation"
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href="/errors-retrying"
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color="#F43F5E"
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>
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## Explore by example
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<CardGroup cols={3}>
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<Card title="FFmpeg" img="/images/intro-ffmpeg.jpg" href="/guides/examples/ffmpeg-video-processing"/>
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<Card title="Fal.ai" img="/images/intro-fal.jpg" href="/guides/examples/fal-ai-image-to-cartoon"/>
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<Card title="Puppeteer" img="/images/intro-puppeteer.jpg" href="/guides/examples/puppeteer"/>
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<Card title="LibreOffice" img="/images/intro-libreoffice.jpg" href="/guides/examples/libreoffice-pdf-conversion"/>
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<Card title="OpenAI" img="/images/intro-openai.jpg" href="/guides/examples/open-ai-with-retrying"/>
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<Card title="Browserbase" img="/images/intro-browserbase.jpg" href="/guides/examples/scrape-hacker-news"/>
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<Card title="Sentry" img="/images/intro-sentry.jpg" href="/guides/examples/sentry-error-tracking"/>
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<Card title="Resend" img="/images/intro-resend.jpg" href="/guides/examples/resend-email-sequence"/>
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<Card title="Vercel AI SDK" img="/images/intro-vercel.jpg" href="/guides/examples/vercel-ai-sdk"/>
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<Card title="Sharp" img="/images/intro-sharp.jpg" href="/guides/examples/sharp-image-processing"/>
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<Card title="Deepgram" img="/images/intro-deepgram.jpg" href="/guides/examples/deepgram-transcribe-audio"/>
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<Card title="Supabase" img="/images/intro-supabase.jpg" href="/guides/examples/supabase-database-operations"/>
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<Card title="DALL•E" img="/images/intro-openai.jpg" href="/guides/examples/dall-e3-generate-image"/>
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<Card title="Firecrawl" img="/images/intro-firecrawl.jpg" href="/guides/examples/firecrawl-url-crawl"/>
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<Card
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title="FFmpeg"
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img="/images/intro-ffmpeg.jpg"
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href="/guides/examples/ffmpeg-video-processing"
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/>
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<Card
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title="Fal.ai"
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img="/images/intro-fal.jpg"
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href="/guides/examples/fal-ai-image-to-cartoon"
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/>
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<Card title="Puppeteer" img="/images/intro-puppeteer.jpg" href="/guides/examples/puppeteer" />
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<Card
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title="LibreOffice"
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img="/images/intro-libreoffice.jpg"
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href="/guides/examples/libreoffice-pdf-conversion"
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/>
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<Card
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title="OpenAI"
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href="/guides/examples/open-ai-with-retrying"
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/>
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<Card
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title="Browserbase"
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img="/images/intro-browserbase.jpg"
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href="/guides/examples/scrape-hacker-news"
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/>
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<Card
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title="Sentry"
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img="/images/intro-sentry.jpg"
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href="/guides/examples/sentry-error-tracking"
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/>
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<Card
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title="Resend"
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img="/images/intro-resend.jpg"
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href="/guides/examples/resend-email-sequence"
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/>
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<Card
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title="Vercel AI SDK"
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img="/images/intro-vercel.jpg"
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href="/guides/examples/vercel-ai-sdk"
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/>
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<Card
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title="Sharp"
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img="/images/intro-sharp.jpg"
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href="/guides/examples/sharp-image-processing"
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/>
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<Card
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title="Deepgram"
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img="/images/intro-deepgram.jpg"
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href="/guides/examples/deepgram-transcribe-audio"
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/>
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<Card
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title="Supabase"
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img="/images/intro-supabase.jpg"
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href="/guides/examples/supabase-database-operations"
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/>
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<Card
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title="DALL•E"
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img="/images/intro-openai.jpg"
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href="/guides/examples/dall-e3-generate-image"
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/>
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title="Firecrawl"
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href="/guides/examples/firecrawl-url-crawl"
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/>
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## Explore by build extension
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| Extension | What it does | Docs |
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|:----------|:------------|:--------------|
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| prismaExtension | Use Prisma with Trigger.dev | [Learn more](/config/extensions/prismaExtension) |
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| pythonExtension | Execute Python scripts in Trigger.dev | [Learn more](/config/extensions/pythonExtension) |
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| puppeteer | Use Puppeteer with Trigger.dev | [Learn more](/config/extensions/puppeteer) |
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| ffmpeg | Use FFmpeg with Trigger.dev | [Learn more](/config/extensions/ffmpeg) |
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| aptGet | Install system packages with aptGet | [Learn more](/config/extensions/aptGet) |
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| additionalFiles | Copy additional files to the build directory | [Learn more](/config/extensions/additionalFiles) |
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| additionalPackages | Include additional packages in the build | [Learn more](/config/extensions/additionalPackages) |
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| syncEnvVars | Automatically sync environment variables to Trigger.dev | [Learn more](/config/extensions/syncEnvVars) |
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| esbuildPlugin | Add existing or custom esbuild plugins to your build process | [Learn more](/config/extensions/esbuildPlugin) |
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| emitDecoratorMetadata | Support for the emitDecoratorMetadata TypeScript compiler | [Learn more](/config/extensions/emitDecoratorMetadata) |
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| audioWaveform | Support for Audio Waveform in your project | [Learn more](/config/extensions/audioWaveform) |
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| Extension | What it does | Docs |
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| :-------------------- | :----------------------------------------------------------- | :----------------------------------------------------- |
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| prismaExtension | Use Prisma with Trigger.dev | [Learn more](/config/extensions/prismaExtension) |
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| pythonExtension | Execute Python scripts in Trigger.dev | [Learn more](/config/extensions/pythonExtension) |
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| puppeteer | Use Puppeteer with Trigger.dev | [Learn more](/config/extensions/puppeteer) |
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| ffmpeg | Use FFmpeg with Trigger.dev | [Learn more](/config/extensions/ffmpeg) |
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| aptGet | Install system packages with aptGet | [Learn more](/config/extensions/aptGet) |
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| additionalFiles | Copy additional files to the build directory | [Learn more](/config/extensions/additionalFiles) |
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| additionalPackages | Include additional packages in the build | [Learn more](/config/extensions/additionalPackages) |
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| syncEnvVars | Automatically sync environment variables to Trigger.dev | [Learn more](/config/extensions/syncEnvVars) |
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| esbuildPlugin | Add existing or custom esbuild plugins to your build process | [Learn more](/config/extensions/esbuildPlugin) |
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| emitDecoratorMetadata | Support for the emitDecoratorMetadata TypeScript compiler | [Learn more](/config/extensions/emitDecoratorMetadata) |
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| audioWaveform | Support for Audio Waveform in your project | [Learn more](/config/extensions/audioWaveform) |
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## Getting help
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‎docs/management/authentication.mdx

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See the [Realtime guide](/realtime/overview) for more information. This guide is for backend usage
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‎docs/realtime/auth.mdx

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‎docs/runs/metadata.mdx

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Capture a stream of values and make the stream available when using Realtime. See our [Realtime streams](/realtime/react-hooks/streams) documentation for more information.
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‎docs/snippets/realtime-learn-more.mdx

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- [Realtime streaming](/realtime/react-hooks/streams) - learn more about streaming data from your tasks
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- [Batch Triggering](/triggering#tasks-batchtrigger) - learn more about how to trigger tasks in batches
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- [React hooks](/frontend/react-hooks) - learn more about using React hooks to interact with the Trigger.dev API
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- [React hooks](/realtime/react-hooks) - learn more about using React hooks to interact with the Trigger.dev API

‎docs/triggering.mdx

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If you want to trigger a task directly from a frontend application, you can use our [React
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hooks](/realtime/react-hooks/triggering).
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## Options
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