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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Dagu | MarkItDown | dsh-task-board |
|---|---|---|---|
| Platforms | Universal, MCP | Universal | DeepSeek Harness |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | GPL-3.0 | MIT | Apache-2.0 |
| Stars | 4491 | 192849 | 9777 |
| Last activity | October 28, 2026 | — | — |
| Install complexity | سهل للبداية؛ يحتاج ضبط أمان قبل المشاركة / Easy to start; security configuration required before sharing | سهل / Easy | Intermediate |
| Category | Workflow, DevOps, Monitoring | Workflow, Research | Multi-Agent, Workflow |
| 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 analyst extracting text from several document formats before search or supplying selected passages to an AI agent. It provides a repeatable CLI command and Python library, while requiring review against the original. It is not intended for layout-perfect document publishing. | 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. |