## What & why This is the system behind the Dashboard Agent — an assistant that answers questions about a project's runs, errors, queues, deploys and health, and can investigate failures end to end. The agent runs as a chat.agent task in its own Trigger project. It has no access to the main database or ClickHouse; all platform data is read through the public API using a delegated, read-only user token. Everything here is behind `canAccessDashboardAgent` and inert with the flag off. The UI that mounts the panel lands in #4529. ## Stack `#4418` (this, base) ← `#4529` UI ← `#4525` Watch ← `#4516` storybook gallery. The scenario/contract reference for the whole stack is `internal-packages/dashboard-agent/GUIDEBOOK.md` (it lands on the Watch branch): it states, per feature, what makes each thing happen and where that is decided. ## What's inside **Agent runtime and tools** — `internal-packages/dashboard-agent`: prompt, tool set (API reads, TRQL query, docs, navigation, evidence/investigations, repo source), conversation compaction, a prompt-prefix token budget pinned by snapshot test, and sampled LLM-judged turn evals. The package cannot import webapp server code, which is what makes the "no DB access" claim structural rather than a convention. **Contracts** — `internal-packages/dashboard-agent-contracts`: `trigger://` URIs, intents, and the block envelope every rendered card travels in. **Conversation store** — `internal-packages/dashboard-agent-db`: drizzle over postgres-js in its own `trigger_dashboard_agent` Postgres schema, plus one additive migration. **Auth boundary** — the user-actor token gains an optional environment claim; one guard (`userActorEnvironment.server.ts`) enforces it so routes don't each re-derive the rule. Token minting, cap ceiling, and the RBAC fallback path for self-hosted. **Transport** — webapp resource routes that mint the token and proxy each turn, and SDK-side mid-turn reconnect. **Public API the agent reads through** — orgs, projects, environments, runs, queue metrics, workers, a run's commit metadata, repo snapshot, reports, and `POST /api/v1/query`. **Reports** — the health report's layout is declared once and shared by the card, the markdown surface and the JSON/MCP surface, so the same report reads the same in the dashboard, the terminal and an editor. **Block renderers** — the report and investigation cards the flows above already emit (`app/components/dashboard-agent/`). The panel that hosts them, and the rest of the chat UI, is #4529. **Query safety and CSP** — see below. ## Key decisions - **The agent is a separate Trigger project, not webapp code.** It reads platform data over the public API with a delegated user-actor token whose `cap` ceilings it to read scopes. No Prisma, no ClickHouse, no webapp imports. - **The PAT-only auth helper now refuses user-actor tokens.** This is an intentional behavioral change: its callers consume only a bare userId and do not enforce delegated-token capabilities. Actor-aware routes continue through the scoped route builders instead. - **RBAC fallback builds a delegated token's ability from its own cap**, never the blanket ability a PAT gets (read-only when the token declares none). Without this, the agent's read-only cap would buy a write JWT on self-hosted. - **Org creation checks RBAC only for user-actor tokens, and only after the env gate**, so an install with `ORG_CREATION_API_ENABLED` off returns 404 rather than 403, and an ordinary PAT never consults an ability the route has no org to scope. Both orderings are pinned by test. - **The query path is read-only in depth.** TRQL rejects write statements at the grammar level (they don't parse, rather than being filtered), ClickHouse runs with `readonly=1`, and the org/project/env filters are injected server-side from the credential — the request body cannot widen scope. An unparseable query denies instead of falling through to the permissive resource. - **Document-wide img-src CSP.** Remote images are an outbound-request/exfiltration surface, so the policy permits only own-origin/data/blob, the required SSO avatar hosts, and the favicon endpoint. Operators can add exact origins through CSP_IMG_SRC_ALLOWLIST; wildcard hosts and bare schemes are intentionally not allowed. - **The chat transport reconnects on a mid-turn EOF** (`@trigger.dev/sdk`). A body that ends without a turn-complete is terminal only when the server says `X-Session-Settled: true`; otherwise the transport resubscribes from `lastEventId` with bounded backoff, and any record re-earns the budget. Previously a closed long-poll window or a proxy restart left the reply stuck as if still generating. - **Conversations live in their own datastore**, schema-scoped and foreign-key-free (it references `organizationId`/`userId` by id, because in cloud it is a different database). It is a display read-model for the History tab and transport resume; `chat.agent`'s object-store snapshot remains the model's source of truth. - **Deterministic first.** Reports and health checks contain no LLM — they are computed from the same data the dashboard shows, and the model only narrates and links them. That is what makes a number in an answer auditable. ## Testing - 63 new test files, run with `pnpm run test --filter webapp` and per-package vitest. Heaviest coverage on the auth boundary (`userActorPatOnlyBoundary`, `userActorTokenClaimsAndScopes`, `contextlessPatRoutes`, `rbacFallbackBranch`), TRQL read-only, the report layout, and the SDK reconnect. - The agent package has a separate eval lane (`pnpm run test:evals`, `vitest.eval.config.ts`) that hits the real model, so it never runs in `pnpm test`. - Live-tested against a local stack scenario by scenario; the GUIDEBOOK lists the condition each behaviour is expected under, which is what those runs were checked against. ## Changelog `.server-changes/dashboard-agent.md`, plus changesets for `@trigger.dev/core` (report schemas), `@trigger.dev/sdk` (chat reconnect) and the CLI's `mint-token` help text.
Build and deploy fully‑managed AI agents and workflows
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About Trigger.dev
Trigger.dev is the open-source platform for building AI workflows in TypeScript. Long-running tasks with retries, queues, observability, and elastic scaling.
The platform designed for building AI agents
Build AI agents using all the frameworks, services and LLMs you're used to, deploy them to Trigger.dev and get durable, long-running tasks with retries, queues, observability, and elastic scaling out of the box.
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Long-running without timeouts: Execute your tasks with absolutely no timeouts, unlike AWS Lambda, Vercel, and other serverless platforms.
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Durability, retries & queues: Build rock solid agents and AI applications using our durable tasks, retries, queues and idempotency.
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True runtime freedom: Customize your deployed tasks with system packages – run browsers, Python scripts, FFmpeg and more.
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Human-in-the-loop: Programmatically pause your tasks until a human can approve, reject or give feedback.
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Realtime apps & streaming: Move your background jobs to the foreground by subscribing to runs or streaming AI responses to your app.
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Observability & monitoring: Each run has full tracing and logs. Configure error alerts to catch bugs fast.
Key features:
- JavaScript and TypeScript SDK - Build background tasks using familiar programming models
- Long-running tasks - Handle resource-heavy tasks without timeouts
- Durable cron schedules - Create and attach recurring schedules of up to a year
- Trigger.dev Realtime - Trigger, subscribe to, and get real-time updates for runs, with LLM streaming support
- Build extensions - Hook directly into the build system and customize the build process. Run Python scripts, FFmpeg, browsers, and more.
- React hooks - Interact with the Trigger.dev API on your frontend using our React hooks package
- Batch triggering - Use batchTrigger() to initiate multiple runs of a task with custom payloads and options
- Structured inputs / outputs - Define precise data schemas for your tasks with runtime payload validation
- Waits - Add waits to your tasks to pause execution for a specified duration
- Preview branches - Create isolated environments for testing and development. Integrates with Vercel and git workflows
- Waitpoints - Add human-in-the-loop judgment at critical decision points without disrupting workflow
- Concurrency & queues - Set concurrency rules to manage how multiple tasks execute
- Multiple environments - Support for DEV, PREVIEW, STAGING, and PROD environments
- No infrastructure to manage - Auto-scaling infrastructure that eliminates timeouts and server management
- Automatic retries - If your task encounters an uncaught error, we automatically attempt to run it again
- Checkpointing - Tasks are inherently durable, thanks to our checkpointing feature
- Versioning - Atomic versioning allows you to deploy new versions without affecting running tasks
- Machines - Configure the number of vCPUs and GBs of RAM you want the task to use
- Observability & monitoring - Monitor every aspect of your tasks' performance with comprehensive logging and visualization tools
- Logging & tracing - Comprehensive logging and tracing for all your tasks
- Tags - Attach up to ten tags to each run, allowing you to filter via the dashboard, realtime, and the SDK
- Run metadata - Attach metadata to runs which updates as the run progresses and is available to use in your frontend for live updates
- Bulk actions - Perform actions on multiple runs simultaneously, including replaying and cancelling
- Real-time alerts - Choose your preferred notification method for run failures and deployments
Write tasks in your codebase
Create tasks where they belong: in your codebase. Version control, localhost, test and review like you're already used to.
import { task } from "@trigger.dev/sdk";
//1. You need to export each task
export const helloWorld = task({
//2. Use a unique id for each task
id: "hello-world",
//3. The run function is the main function of the task
run: async (payload: { message: string }) => {
//4. You can write code that runs for a long time here, there are no timeouts
console.log(payload.message);
},
});
Deployment
Use our SDK to write tasks in your codebase. There's no infrastructure to manage, your tasks automatically scale and connect to our cloud. Or you can always self-host.
Environments
We support Development, Staging, Preview, and Production environments, allowing you to test your tasks before deploying them to production.
Full visibility of every job run
View every task in every run so you can tell exactly what happened. We provide a full trace view of every task run so you can see what happened at every step.
Getting started
The quickest way to get started is to create an account and project in our web app, and follow the instructions in the onboarding. Build and deploy your first task in minutes.
Useful links:
- Quick start - get up and running in minutes
- How it works - understand how Trigger.dev works under the hood
- Guides and examples - walk-through guides and code examples for popular frameworks and use cases
Self-hosting
If you prefer to self-host Trigger.dev, you can follow our self-hosting guides:
- Docker self-hosting guide - use Docker Compose to spin up a Trigger.dev instance
- Kubernetes self-hosting guide - use our official Helm chart to deploy Trigger.dev to your Kubernetes cluster
Support and community
We have a large active community in our official Discord server for support, including a dedicated channel for self-hosting.
Development
To setup and develop locally or contribute to the open source project, follow our development guide.

