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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Beszel | DuckDB | superpowers-dsh |
|---|---|---|---|
| Platforms | Universal | Universal | DeepSeek Harness |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | MIT | MIT |
| Stars | 26480 | 42448 | 119 |
| Last activity | October 20, 2026 | September 28, 2026 | — |
| Install complexity | متوسط / Medium | سهل — حزمة Python أو ملف CLI تنفيذي واحد | — |
| Category | DevOps, Monitoring | Database | Multi-Agent, Testing, Workflow |
| Best use | 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. | Best for an analyst, developer, or small team that needs to inspect and join large data files and rerun analysis locally. It adds reviewable SQL without database-server setup. It is not a multi-user transactional database for many small concurrent writes from separate processes. | Best for DSH users who want reusable development workflow skills in their profile. It does not automate model or effort routing. |