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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | marimo | act | Task |
|---|---|---|---|
| Platforms | Universal | GitHub | Universal, GitHub |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | MIT |
| Stars | 23382 | 72501 | 16319 |
| Last activity | October 29, 2026 | — | — |
| Install complexity | EASY | — | سهل / Easy |
| Category | Workflow, Data | Testing, Git, DevOps | Workflow, DevOps |
| Best use | Ideal for a data analyst, Python developer, or small team that wants reproducible experiments, clear Git review, and an interactive report or internal tool from the same source. It is not a replacement for governed BI or a production service requiring enterprise scaling and permissions. | Best for a developer or small team that repeatedly edits GitHub Actions workflows and wants to test a job before pushing. It provides a local run log, while a final GitHub check remains necessary. It is not suitable when exact hosted-runner parity is required. | Best for a developer or small team whose project commands span languages, folders, and tools. It provides documented entry points that people and agents can use and review in Git. Existing scripts may be enough for a simple project; Task does not install project tools or sandbox their commands. |