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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Bruno | marimo | Beszel |
|---|---|---|---|
| Platforms | Universal | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | MIT |
| Stars | 47971 | 23389 | 26750 |
| Last activity | October 30, 2026 | October 29, 2026 | October 20, 2026 |
| Install complexity | EASY | EASY | متوسط / Medium |
| Category | Testing, Git | Workflow, Data | DevOps, Monitoring |
| Best use | Ideal for a solo developer or small team that wants API collections and tests beside the code with Git review. Use it for repeatable REST, GraphQL, gRPC, and WebSocket checks—not live cloud collaboration or load testing. | 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 an individual developer or small team running a VPS, home server, or a few Docker hosts and needing a simple dashboard, history, and alerts. Its value is combining host and container metrics in a self-hosted hub. It is not a full logs-and-traces observability platform. |