Compare
Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Ruff | Jujutsu (jj) | marimo |
|---|---|---|---|
| Platforms | Universal, GitHub | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | Apache-2.0 |
| Stars | 50435 | 32365 | 23432 |
| Last activity | November 5, 2026 | October 28, 2026 | October 29, 2026 |
| Install complexity | EASY | CLI | EASY |
| Category | Code Review, Testing | Git, Workflow | Workflow, Data |
| Best use | Best for an individual Python developer or small team that wants consistent linting, import organization, and formatting locally, in editors, and in CI. It adds reviewable rules, safe-by-default fixes, and a pinnable version. It does not replace tests, type checking, or business-logic review, and migration from Black or Flake8 should be tested on a branch. | For developers reviewing features as small changes and revisiting earlier steps. Start with a separate practice clone to learn working copies and Bookmarks; delay team adoption until compatibility with required Git tooling is checked. | 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. |