Dagster is an open-source data orchestration platform designed for building, testing, and monitoring data pipelines. It provides a unified model for defining data assets, scheduling jobs, and observing pipeline execution — whether running locally or deployed to Dagster+.
With Dagster, you can:
- Orchestrate data pipelines: Define and run jobs composed of ops and assets with full dependency tracking
- Monitor executions: Track run status, inspect logs, and debug failures step by step
- Manage schedules and sensors: Automate pipeline triggers on a cron schedule or in response to external events
- Reexecute selectively: Resume failed pipelines from the point of failure without rerunning successful steps
In Sim, the Dagster integration enables your agents to interact with a Dagster instance programmatically. Agents can launch and monitor job runs, retrieve execution logs, reexecute failed runs, and manage schedules and sensors — all as part of a larger automated workflow. Use Dagster as an orchestration layer your agents can control and observe, enabling data-driven automation that responds dynamically to pipeline outcomes.
Connect to a Dagster instance to launch job runs, monitor run status, list available jobs across repositories, terminate or delete runs, reexecute failed runs, fetch run logs, and manage schedules and sensors. API token only required for Dagster+.
Launch a job run on a Dagster instance.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3000\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
jobName | string | Yes | Name of the job to launch |
runConfigJson | string | No | Run configuration as a JSON object (optional) |
tags | string | No | Tags as a JSON array of {key, value} objects (optional) |
| Parameter | Type | Description |
|---|
runId | string | The globally unique ID of the launched run |
Get the status and details of a Dagster run by its ID.
| Parameter | Type | Description |
|---|
runId | string | Run ID |
jobName | string | Name of the job this run belongs to |
status | string | Run status (QUEUED, NOT_STARTED, STARTING, MANAGED, STARTED, SUCCESS, FAILURE, CANCELING, CANCELED) |
mode | string | Execution mode of the run |
startTime | number | Run start time as Unix timestamp |
endTime | number | Run end time as Unix timestamp |
creationTime | number | Time the run was created as Unix timestamp |
updateTime | number | Time the run was last updated as Unix timestamp |
parentRunId | string | ID of the immediate parent run (for re-executions) |
rootRunId | string | ID of the root run in the re-execution group |
canTerminate | boolean | Whether the run can currently be terminated |
assetSelection | json | Asset keys targeted by the run, as slash-joined strings |
runConfigYaml | string | Run configuration as YAML |
tags | json | Run tags as array of {key, value} objects |
Fetch execution event logs for a Dagster run.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
runId | string | Yes | The ID of the run to fetch logs for |
afterCursor | string | No | Cursor for paginating through log events (from a previous response) |
limit | number | No | Maximum number of log events to return |
| Parameter | Type | Description |
|---|
events | json | Array of log events (type, message, timestamp, level, stepKey, eventType) |
↳ type | string | GraphQL typename of the event |
↳ message | string | Human-readable log message |
↳ timestamp | string | Event timestamp as a Unix epoch string |
↳ level | string | Log level (DEBUG, INFO, WARNING, ERROR, CRITICAL) |
↳ stepKey | string | Step key, if the event is step-scoped |
↳ eventType | string | Dagster event type enum value |
cursor | string | Cursor for fetching the next page of log events |
hasMore | boolean | Whether more log events are available beyond this page |
List Dagster runs with optional filters by job name, status, and creation-time range, plus cursor pagination.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
jobName | string | No | Filter runs by job name (optional) |
statuses | string | No | Comma-separated run statuses to filter by, e.g. "SUCCESS,FAILURE" (optional) |
createdAfter | number | No | Only return runs created at or after this Unix timestamp in seconds (optional) |
createdBefore | number | No | Only return runs created at or before this Unix timestamp in seconds (optional) |
cursor | string | No | Run ID to page after, from a previous response cursor (optional) |
limit | number | No | Maximum number of runs to return (default 20) |
| Parameter | Type | Description |
|---|
runs | json | Array of runs |
↳ runId | string | Run ID |
↳ jobName | string | Job name |
↳ status | string | Run status |
↳ tags | json | Run tags as array of {key, value} objects |
↳ startTime | number | Start time as Unix timestamp |
↳ endTime | number | End time as Unix timestamp |
cursor | string | Run ID of the last returned run — pass as cursor to fetch the next page |
hasMore | boolean | Whether more runs are likely available beyond this page |
List all jobs across repositories in a Dagster instance.
| Parameter | Type | Description |
|---|
jobs | json | Array of jobs with name and repositoryName |
↳ name | string | Job name |
↳ repositoryName | string | Repository name |
Reexecute an existing Dagster run, optionally resuming only from failed steps.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
parentRunId | string | Yes | The ID of the run to reexecute |
strategy | string | Yes | Reexecution strategy: ALL_STEPS reruns everything, FROM_FAILURE resumes from failed steps, FROM_ASSET_FAILURE resumes from failed assets |
| Parameter | Type | Description |
|---|
runId | string | The ID of the newly launched reexecution run |
Terminate an in-progress Dagster run.
| Parameter | Type | Description |
|---|
success | boolean | Whether the run was successfully terminated |
runId | string | The ID of the terminated run |
message | string | Error or status message if termination failed |
Permanently delete a Dagster run record.
| Parameter | Type | Description |
|---|
runId | string | The ID of the deleted run |
List all schedules in a Dagster repository, optionally filtered by status.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
scheduleStatus | string | No | Filter schedules by status: RUNNING or STOPPED (omit to return all) |
| Parameter | Type | Description |
|---|
schedules | json | Array of schedules (name, cronSchedule, jobName, status, id, description, executionTimezone) |
↳ name | string | Schedule name |
↳ cronSchedule | string | Cron expression for the schedule |
↳ jobName | string | Job the schedule targets |
↳ status | string | Schedule status: RUNNING or STOPPED |
↳ id | string | Instigator state ID — use this to start or stop the schedule |
↳ description | string | Human-readable schedule description |
↳ executionTimezone | string | Timezone for cron evaluation |
Enable (start) a schedule in a Dagster repository.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
scheduleName | string | Yes | Name of the schedule to start |
| Parameter | Type | Description |
|---|
id | string | Instigator state ID of the schedule |
status | string | Updated schedule status (RUNNING or STOPPED) |
Disable (stop) a running schedule in Dagster.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
instigationStateId | string | Yes | InstigationState ID of the schedule to stop — available from dagster_list_schedules output |
| Parameter | Type | Description |
|---|
id | string | Instigator state ID of the schedule |
status | string | Updated schedule status (RUNNING or STOPPED) |
List all sensors in a Dagster repository, optionally filtered by status.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
sensorStatus | string | No | Filter sensors by status: RUNNING or STOPPED (omit to return all) |
| Parameter | Type | Description |
|---|
sensors | json | Array of sensors (name, sensorType, status, id, description) |
↳ name | string | Sensor name |
↳ sensorType | string | Sensor type (ASSET, AUTO_MATERIALIZE, FRESHNESS_POLICY, MULTI_ASSET, RUN_STATUS, STANDARD, UNKNOWN) |
↳ status | string | Sensor status: RUNNING or STOPPED |
↳ id | string | Instigator state ID — use this to start or stop the sensor |
↳ description | string | Human-readable sensor description |
Enable (start) a sensor in a Dagster repository.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
sensorName | string | Yes | Name of the sensor to start |
| Parameter | Type | Description |
|---|
id | string | Instigator state ID of the sensor |
status | string | Updated sensor status (RUNNING or STOPPED) |
Disable (stop) a running sensor in Dagster.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
instigationStateId | string | Yes | InstigationState ID of the sensor to stop — available from dagster_list_sensors output |
| Parameter | Type | Description |
|---|
id | string | Instigator state ID of the sensor |
status | string | Updated sensor status (RUNNING or STOPPED) |
List assets tracked by a Dagster instance, optionally filtered by key prefix.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
prefix | string | No | Slash-delimited asset key prefix to filter by, e.g. "raw" or "raw/events" (optional) |
cursor | string | No | Asset key cursor from a previous response, for pagination (optional) |
limit | number | No | Maximum number of assets to return per page (default 100) |
| Parameter | Type | Description |
|---|
assets | json | Array of assets (assetKey, path) |
↳ assetKey | string | Slash-joined asset key |
↳ path | json | Asset key path segments |
cursor | string | Cursor to pass on the next call to fetch more assets |
hasMore | boolean | Whether more assets are likely available beyond this page |
Get an asset definition and its latest materialization by asset key.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
assetKey | string | Yes | Slash-delimited asset key, e.g. "my_asset" or "raw/events" |
| Parameter | Type | Description |
|---|
assetKey | string | Slash-joined asset key |
path | json | Asset key path segments |
groupName | string | Asset group the definition belongs to |
description | string | Asset description |
jobNames | json | Names of jobs that can materialize this asset |
computeKind | string | Compute kind tag (e.g., python, dbt, spark) |
isPartitioned | boolean | Whether the asset is partitioned |
latestMaterialization | json | Most recent materialization (runId, timestamp, partition, stepKey) |
↳ runId | string | Run that produced the materialization |
↳ timestamp | string | Materialization timestamp (epoch ms string) |
↳ partition | string | Partition key, if partitioned |
↳ stepKey | string | Step key that emitted it |
Materialize selected assets by launching their asset job with an asset selection.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
repositoryLocationName | string | Yes | Repository location (code location) name |
repositoryName | string | Yes | Repository name within the code location |
jobName | string | Yes | Asset job that contains the assets, e.g. "__ASSET_JOB" or a named asset job |
assetSelection | string | Yes | Comma- or newline-separated asset keys to materialize, each slash-delimited (e.g. "raw/events, summary") |
tags | string | No | Tags as a JSON array of {key, value} objects (optional) |
| Parameter | Type | Description |
|---|
runId | string | The globally unique ID of the launched materialization run |
Report an external (runless) materialization or observation for an asset.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
assetKey | string | Yes | Slash-delimited asset key to report against, e.g. "my_asset" or "raw/events" |
eventType | string | No | Event type to report: ASSET_MATERIALIZATION (default) or ASSET_OBSERVATION |
partitionKeys | string | No | Comma-separated partition keys to report against (optional) |
description | string | No | Human-readable description for the reported event (optional) |
| Parameter | Type | Description |
|---|
success | boolean | Whether the event was reported successfully |
assetKey | string | Slash-joined asset key the event was reported against |
DESTRUCTIVE: permanently wipes ALL materialization history (every partition) for an asset. This cannot be undone.
| Parameter | Type | Required | Description |
|---|
host | string | Yes | Dagster host URL (e.g., https://myorg.dagster.cloud/prod or http://localhost:3001\) |
apiKey | string | No | Dagster+ API token (leave blank for OSS / self-hosted) |
assetKey | string | Yes | Slash-delimited asset key to wipe, e.g. "my_asset" or "raw/events" |
| Parameter | Type | Description |
|---|
success | boolean | Whether the asset was wiped successfully |
assetKey | string | Slash-joined asset key that was wiped |