# JupyterLab vs Shields

> Two self-hosted projects, compared on the numbers selfhost.directory tracks live: score, popularity, release cadence and setup effort.

| | JupyterLab | Shields |
|---|---|---|
| Score | 78/100 | 80/100 ✓ |
| Rank in category | #1 of 3 in Data Science | #6 of 166 in Developer Tools |
| GitHub stars | 15 380 | 27 331 ✓ |
| Stars, last 30 days | +60 | +125 ✓ |
| Stable releases, 12 months | 12 ✓ | 0 |
| Latest release | v4.7.0b0 · 28 Oct 2026 | — |
| Setup | Easy | Easy |
| Official Docker image | No | Yes ✓ |
| License | BSD-3-Clause | Apache-2.0 |
| Main language | Typescript | JavaScript |

## Which one should you pick?

Shields scores 80/100 against 78/100 for JupyterLab, so it is the safer default.

JupyterLab ships more often: 12 stable releases in the past year, against 0 for Shields.

Shields is growing faster right now (+125 stars in 30 days).

## Details

- [JupyterLab](https://selfhost.directory/project/jupyterlab) (markdown: https://selfhost.directory/project/jupyterlab.md)
- [Shields](https://selfhost.directory/project/shields) (markdown: https://selfhost.directory/project/shields.md)

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Source: https://selfhost.directory/compare/jupyterlab-vs-shields