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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | dsh-task-board | DuckDB |
|---|---|---|---|
| Platforms | DeepSeek Harness | DeepSeek Harness | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | Apache-2.0 | MIT |
| Stars | 3473 | 9384 | 42451 |
| Last activity | — | — | September 28, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | Intermediate | سهل — حزمة Python أو ملف CLI تنفيذي واحد |
| Category | DevOps | Multi-Agent, Workflow | Database |
| Best use | For DSH developers diagnosing context growth, tool outputs, and compaction in long sessions. It estimates category composition and does not compact context automatically. | 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. |