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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Dagu | dsh-session-archive | 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 26, 2026 | September 28, 2026 |
| Install complexity | سهل للبداية؛ يحتاج ضبط أمان قبل المشاركة / Easy to start; security configuration required before sharing | Easy | سهل — حزمة Python أو ملف CLI تنفيذي واحد |
| Category | Workflow, DevOps, Monitoring | Memory, Security, 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. | Use it when DSH sessions pile up and you need to identify old work, archive it first, then safely remove what is no longer needed while protecting running sessions. It fits recurring cleanup and finished projects; do not enable automatic deletion before previewing the policy and checking backups. | 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. |