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