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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Beszel | dsh-task-board | DuckDB |
|---|---|---|---|
| Platforms | Universal | DeepSeek Harness | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | MIT |
| Stars | 26480 | 9384 | 42448 |
| Last activity | October 20, 2026 | — | September 28, 2026 |
| Install complexity | متوسط / Medium | Intermediate | سهل — حزمة Python أو ملف CLI تنفيذي واحد |
| Category | DevOps, Monitoring | Multi-Agent, Workflow | Database |
| 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 a developer or small team using DSH for recurring or connected work and wanting task state and execution evidence in one record. It pins the project, agent preset, and permission, then runs manually or through Host cron with a human gate for elevated access. It is not a fit for a frequently sleeping machine or unreviewed sensitive automation. | 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. |