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3 tools selected
Dagster
Asset-based data orchestration with lineage, observability, and Dagster+ AI on top of your pipelines
Toolora score88Open source
Free open source
Prefect
Python workflow orchestration for data, ML, and agent pipelines you can observe and retry
Toolora score88Open source
Free open source
Mage
Describe a data job and Mage builds, runs, and monitors the workflow
Toolora score86Open source
Free open source
| Spec | Dagster | Prefect | Mage |
|---|---|---|---|
| Category | AI Tools | AI Tools | AI Tools |
| Pricing | Free open source + Dagster+ cloud (free trial) | Free open source + Prefect Cloud paid | Free open source + cloud plans |
| Toolora score | 88/100 | 88/100 | 86/100 |
| Best for | orchestration, data, lineage, dbt | orchestration, data, ml, python | data, pipelines, orchestration, ai |
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