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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | ntfy | uv |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | Apache-2.0 / GPL-2.0 | MIT OR Apache-2.0 |
| Stars | 3473 | 35017 | 91072 |
| Last activity | — | September 29, 2026 | October 20, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | سهل للتجربة، متوسط للاستضافة الآمنة / Easy to try, moderate to self-host securely | Easy on supported systems; Homebrew must already be installed for this command. Windows and standalone installation options are explained in the guide. |
| Category | DevOps | Workflow, DevOps | 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 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. | For a Python developer or small team that wants a shared setup rather than relying on manually installed packages. Commit the dependency definition and lockfile, then sync the environment and run commands with uv. It does not isolate the operating system or untrusted code, or replace application compatibility tests. |