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Use when building progress indicators, live dashboards, streaming AI\u002FLLM responses, or React components that display task status.\n---\n\n# Trigger.dev Realtime\n\nSubscribe to task runs and stream data in real-time from frontend and backend.\n\n## When to Use\n\n- Building progress indicators for long-running tasks\n- Creating live dashboards showing task status\n- Streaming AI\u002FLLM responses to the UI\n- React components that trigger and monitor tasks\n- Waiting for user approval in tasks\n\n## Authentication\n\n### Create Public Access Token (Backend)\n\n```ts\nimport { auth } from \"@trigger.dev\u002Fsdk\";\n\n\u002F\u002F Read-only token for specific runs\nconst publicToken = await auth.createPublicToken({\n scopes: {\n read: {\n runs: [\"run_123\"],\n tasks: [\"my-task\"],\n },\n },\n expirationTime: \"1h\",\n});\n\n\u002F\u002F Pass this token to your frontend\n```\n\n### Create Trigger Token (for frontend triggering)\n\n```ts\nconst triggerToken = await auth.createTriggerPublicToken(\"my-task\", {\n expirationTime: \"30m\",\n});\n```\n\n## Backend Subscriptions\n\n```ts\nimport { runs, tasks } from \"@trigger.dev\u002Fsdk\";\n\n\u002F\u002F Trigger and subscribe\nconst handle = await tasks.trigger(\"my-task\", { data: \"value\" });\n\nfor await (const run of runs.subscribeToRun(handle.id)) {\n console.log(`Status: ${run.status}`);\n console.log(`Progress: ${run.metadata?.progress}`);\n \n if (run.status === \"COMPLETED\") {\n console.log(\"Output:\", run.output);\n break;\n }\n}\n\n\u002F\u002F Subscribe to tagged runs\nfor await (const run of runs.subscribeToRunsWithTag(\"user-123\")) {\n console.log(`Run ${run.id}: ${run.status}`);\n}\n\n\u002F\u002F Subscribe to batch\nfor await (const run of runs.subscribeToBatch(batchId)) {\n console.log(`Batch run ${run.id}: ${run.status}`);\n}\n```\n\n## React Hooks\n\n### Installation\n\n```bash\nnpm add @trigger.dev\u002Freact-hooks\n```\n\n### Trigger Task from React\n\n```tsx\n\"use client\";\nimport { useRealtimeTaskTrigger } from \"@trigger.dev\u002Freact-hooks\";\nimport type { myTask } from \"..\u002Ftrigger\u002Ftasks\";\n\nfunction TaskTrigger({ accessToken }: { accessToken: string }) {\n const { submit, run, isLoading } = useRealtimeTaskTrigger\u003Ctypeof myTask>(\n \"my-task\",\n { accessToken }\n );\n\n return (\n \u003Cdiv>\n \u003Cbutton \n onClick={() => submit({ data: \"value\" })} \n disabled={isLoading}\n >\n Start Task\n \u003C\u002Fbutton>\n \n {run && (\n \u003Cdiv>\n \u003Cp>Status: {run.status}\u003C\u002Fp>\n \u003Cp>Progress: {run.metadata?.progress}%\u003C\u002Fp>\n {run.output && \u003Cp>Result: {JSON.stringify(run.output)}\u003C\u002Fp>}\n \u003C\u002Fdiv>\n )}\n \u003C\u002Fdiv>\n );\n}\n```\n\n### Subscribe to Existing Run\n\n```tsx\n\"use client\";\nimport { useRealtimeRun } from \"@trigger.dev\u002Freact-hooks\";\nimport type { myTask } from \"..\u002Ftrigger\u002Ftasks\";\n\nfunction RunStatus({ runId, accessToken }: { runId: string; accessToken: string }) {\n const { run, error } = useRealtimeRun\u003Ctypeof myTask>(runId, {\n accessToken,\n onComplete: (run) => {\n console.log(\"Completed:\", run.output);\n },\n });\n\n if (error) return \u003Cdiv>Error: {error.message}\u003C\u002Fdiv>;\n if (!run) return \u003Cdiv>Loading...\u003C\u002Fdiv>;\n\n return (\n \u003Cdiv>\n \u003Cp>Status: {run.status}\u003C\u002Fp>\n \u003Cp>Progress: {run.metadata?.progress || 0}%\u003C\u002Fp>\n \u003C\u002Fdiv>\n );\n}\n```\n\n### Subscribe to Tagged Runs\n\n```tsx\n\"use client\";\nimport { useRealtimeRunsWithTag } from \"@trigger.dev\u002Freact-hooks\";\n\nfunction UserTasks({ userId, accessToken }: { userId: string; accessToken: string }) {\n const { runs } = useRealtimeRunsWithTag(`user-${userId}`, { accessToken });\n\n return (\n \u003Cul>\n {runs.map((run) => (\n \u003Cli key={run.id}>{run.id}: {run.status}\u003C\u002Fli>\n ))}\n \u003C\u002Ful>\n );\n}\n```\n\n## Realtime Streams (AI\u002FLLM)\n\n### Define Stream (shared location)\n\n```ts\n\u002F\u002F trigger\u002Fstreams.ts\nimport { streams } from \"@trigger.dev\u002Fsdk\";\n\nexport const aiStream = streams.define\u003Cstring>({\n id: \"ai-output\",\n});\n```\n\n### Pipe Stream in Task\n\n```ts\nimport { task } from \"@trigger.dev\u002Fsdk\";\nimport { aiStream } from \".\u002Fstreams\";\n\nexport const streamingTask = task({\n id: \"streaming-task\",\n run: async (payload: { prompt: string }) => {\n const completion = await openai.chat.completions.create({\n model: \"gpt-4\",\n messages: [{ role: \"user\", content: payload.prompt }],\n stream: true,\n });\n\n const { waitUntilComplete } = aiStream.pipe(completion);\n await waitUntilComplete();\n },\n});\n```\n\n### Read Stream in React\n\n```tsx\n\"use client\";\nimport { useRealtimeStream } from \"@trigger.dev\u002Freact-hooks\";\nimport { aiStream } from \"..\u002Ftrigger\u002Fstreams\";\n\nfunction AIResponse({ runId, accessToken }: { runId: string; accessToken: string }) {\n const { parts, error } = useRealtimeStream(aiStream, runId, {\n accessToken,\n throttleInMs: 50,\n });\n\n if (error) return \u003Cdiv>Error: {error.message}\u003C\u002Fdiv>;\n if (!parts) return \u003Cdiv>Waiting for response...\u003C\u002Fdiv>;\n\n return \u003Cdiv>{parts.join(\"\")}\u003C\u002Fdiv>;\n}\n```\n\n## Wait Tokens (Human-in-the-loop)\n\n### In Task\n\n```ts\nimport { task, wait } from \"@trigger.dev\u002Fsdk\";\n\nexport const approvalTask = task({\n id: \"approval-task\",\n run: async (payload) => {\n \u002F\u002F Process initial data\n const processed = await processData(payload);\n\n \u002F\u002F Wait for human approval\n const approval = await wait.forToken\u003C{ approved: boolean }>({\n token: `approval-${payload.id}`,\n timeoutInSeconds: 86400, \u002F\u002F 24 hours\n });\n\n if (approval.approved) {\n return await finalizeData(processed);\n }\n \n throw new Error(\"Not approved\");\n },\n});\n```\n\n### Complete Token from React\n\n```tsx\n\"use client\";\nimport { useWaitToken } from \"@trigger.dev\u002Freact-hooks\";\n\nfunction ApprovalButton({ tokenId, accessToken }: { tokenId: string; accessToken: string }) {\n const { complete } = useWaitToken(tokenId, { accessToken });\n\n return (\n \u003Cdiv>\n \u003Cbutton onClick={() => complete({ approved: true })}>\n Approve\n \u003C\u002Fbutton>\n \u003Cbutton onClick={() => complete({ approved: false })}>\n Reject\n \u003C\u002Fbutton>\n \u003C\u002Fdiv>\n );\n}\n```\n\n## Run Object Properties\n\n| Property | Description |\n|----------|-------------|\n| `id` | Unique run identifier |\n| `status` | `QUEUED`, `EXECUTING`, `COMPLETED`, `FAILED`, `CANCELED` |\n| `payload` | Task input (typed) |\n| `output` | Task result (typed, when completed) |\n| `metadata` | Real-time updatable data |\n| `createdAt` | Start timestamp |\n| `costInCents` | Execution cost |\n\n## Best Practices\n\n1. **Scope tokens narrowly** — only grant necessary permissions\n2. **Set expiration times** — don't use long-lived tokens\n3. **Use 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Use when setting up build extensions for Prisma, Playwright, FFmpeg, Python, or customizing deployment settings.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5913,5916,5919],{"name":5914,"slug":5915,"type":16},"Configuration","configuration",{"name":5917,"slug":5918,"type":16},"Deployment","deployment",{"name":9,"slug":8,"type":16},"2026-04-06T18:54:44.764258",{"slug":5922,"name":5922,"fn":5923,"description":5924,"org":5925,"tags":5926,"stars":24,"repoUrl":25,"updatedAt":5937},"trigger-cost-savings","optimize Trigger.dev task costs","Analyze Trigger.dev tasks, schedules, and runs for cost optimization opportunities. Use when asked to reduce spend, optimize costs, audit usage, right-size machines, or review task efficiency. Requires Trigger.dev MCP tools for run analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5927,5930,5933,5936],{"name":5928,"slug":5929,"type":16},"Analytics","analytics",{"name":5931,"slug":5932,"type":16},"Cost Optimization","cost-optimization",{"name":5934,"slug":5935,"type":16},"Operations","operations",{"name":9,"slug":8,"type":16},"2026-04-06T18:54:48.555552",{"slug":4,"name":4,"fn":5,"description":6,"org":5939,"tags":5940,"stars":24,"repoUrl":25,"updatedAt":26},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5941,5942,5943,5944],{"name":22,"slug":23,"type":16},{"name":14,"slug":15,"type":16},{"name":19,"slug":20,"type":16},{"name":9,"slug":8,"type":16},{"slug":5946,"name":5946,"fn":5947,"description":5948,"org":5949,"tags":5950,"stars":24,"repoUrl":25,"updatedAt":5956},"trigger-setup","set up Trigger.dev in projects","Set up Trigger.dev in your project. Use when adding Trigger.dev for the first time, creating trigger.config.ts, or initializing the trigger directory.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5951,5952,5955],{"name":5914,"slug":5915,"type":16},{"name":5953,"slug":5954,"type":16},"Local Development","local-development",{"name":9,"slug":8,"type":16},"2026-04-06T18:54:42.280816",{"slug":5958,"name":5958,"fn":5959,"description":5960,"org":5961,"tags":5962,"stars":24,"repoUrl":25,"updatedAt":5967},"trigger-tasks","build durable background tasks with Trigger.dev","Build AI agents, workflows and durable background tasks with Trigger.dev. Use when creating tasks, triggering jobs, handling retries, scheduling cron jobs, or implementing queues and concurrency control.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5963,5964,5965,5966],{"name":5846,"slug":5847,"type":16},{"name":5865,"slug":5866,"type":16},{"name":9,"slug":8,"type":16},{"name":5853,"slug":5854,"type":16},"2026-04-06T18:54:43.514369",{"slug":5969,"name":5969,"fn":5970,"description":5971,"org":5972,"tags":5973,"stars":184,"repoUrl":5980,"updatedAt":5981},"staff-engineering-skills-backpressure","implement backpressure in streaming pipelines","Prevent unbounded resource growth when producers outpace consumers. Use when writing producer-consumer code, queue processing, batch operations, fan-out patterns, streaming pipelines, or any code where work is generated faster than it can be processed. Activates on patterns like Promise.all on dynamic-sized arrays, unbounded in-memory queues, producer loops without depth checks, fire-and-forget async calls in loops, or any buffer between a producer and consumer without a size limit.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5974,5977],{"name":5975,"slug":5976,"type":16},"Architecture","architecture",{"name":5978,"slug":5979,"type":16},"Performance","performance","https:\u002F\u002Fgithub.com\u002Ftriggerdotdev\u002Fstaff-engineering-skills","2026-06-17T08:40:42.723559",{"slug":5983,"name":5983,"fn":5984,"description":5985,"org":5986,"tags":5987,"stars":184,"repoUrl":5980,"updatedAt":5996},"staff-engineering-skills-cache-invalidation","implement cache invalidation strategies","Prevent stale data bugs caused by missing or incomplete cache invalidation. Use when adding caching layers (Redis, in-memory Map, CDN, HTTP cache headers), optimizing read performance, or reviewing code that caches query results, API responses, or computed values. Activates on patterns like cache.set without cache.delete on write paths, unbounded Map\u002Fobject caches, TTL-only invalidation on security-sensitive data, Cache-Control headers on mutable content, or any caching where the write path doesn't invalidate the read cache.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[5988,5989,5992,5995],{"name":5975,"slug":5976,"type":16},{"name":5990,"slug":5991,"type":16},"Caching","caching",{"name":5993,"slug":5994,"type":16},"Engineering","engineering",{"name":5978,"slug":5979,"type":16},"2026-06-17T08:40:45.194583",{"items":5998,"total":263},[5999,6006,6012,6019,6026,6032],{"slug":5895,"name":5895,"fn":5896,"description":5897,"org":6000,"tags":6001,"stars":24,"repoUrl":25,"updatedAt":5906},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6002,6003,6004,6005],{"name":5846,"slug":5847,"type":16},{"name":5902,"slug":5903,"type":16},{"name":9,"slug":8,"type":16},{"name":5853,"slug":5854,"type":16},{"slug":5908,"name":5908,"fn":5909,"description":5910,"org":6007,"tags":6008,"stars":24,"repoUrl":25,"updatedAt":5920},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6009,6010,6011],{"name":5914,"slug":5915,"type":16},{"name":5917,"slug":5918,"type":16},{"name":9,"slug":8,"type":16},{"slug":5922,"name":5922,"fn":5923,"description":5924,"org":6013,"tags":6014,"stars":24,"repoUrl":25,"updatedAt":5937},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6015,6016,6017,6018],{"name":5928,"slug":5929,"type":16},{"name":5931,"slug":5932,"type":16},{"name":5934,"slug":5935,"type":16},{"name":9,"slug":8,"type":16},{"slug":4,"name":4,"fn":5,"description":6,"org":6020,"tags":6021,"stars":24,"repoUrl":25,"updatedAt":26},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6022,6023,6024,6025],{"name":22,"slug":23,"type":16},{"name":14,"slug":15,"type":16},{"name":19,"slug":20,"type":16},{"name":9,"slug":8,"type":16},{"slug":5946,"name":5946,"fn":5947,"description":5948,"org":6027,"tags":6028,"stars":24,"repoUrl":25,"updatedAt":5956},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6029,6030,6031],{"name":5914,"slug":5915,"type":16},{"name":5953,"slug":5954,"type":16},{"name":9,"slug":8,"type":16},{"slug":5958,"name":5958,"fn":5959,"description":5960,"org":6033,"tags":6034,"stars":24,"repoUrl":25,"updatedAt":5967},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[6035,6036,6037,6038],{"name":5846,"slug":5847,"type":16},{"name":5865,"slug":5866,"type":16},{"name":9,"slug":8,"type":16},{"name":5853,"slug":5854,"type":16}]