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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | Beszel | ntfy |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | Apache-2.0 / GPL-2.0 |
| Stars | 3474 | 26482 | 35018 |
| Last activity | — | October 20, 2026 | September 29, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | متوسط / Medium | سهل للتجربة، متوسط للاستضافة الآمنة / Easy to try, moderate to self-host securely |
| Category | DevOps | DevOps, Monitoring | Workflow, DevOps |
| 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 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 an individual developer or small team that wants backup, deployment, and scheduled-job alerts without building a notification app. It starts with one HTTP request and can be self-hosted with users and ACLs. It is not a complete incident-management or log-retention system. |