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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Dagu | dsh-task-board | DuckDB |
|---|---|---|---|
| Platforms | Universal, MCP | DeepSeek Harness | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | GPL-3.0 | Apache-2.0 | MIT |
| Stars | 4491 | 9777 | 42687 |
| Last activity | October 28, 2026 | — | September 28, 2026 |
| Install complexity | سهل للبداية؛ يحتاج ضبط أمان قبل المشاركة / Easy to start; security configuration required before sharing | Intermediate | سهل — حزمة Python أو ملف CLI تنفيذي واحد |
| Category | Workflow, DevOps, Monitoring | Multi-Agent, Workflow | Database |
| Best use | Best for a developer or small team with connected scripts that need schedules, history, and a clear failure point. It adds dependencies, retries, and an operations UI without an external database in single-server mode. A simple independent command may not need it, and some team controls such as additional users, SSO, RBAC, and audit logging currently require a paid license. | 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. |