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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | ntfy | MarkItDown |
|---|---|---|---|
| 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 |
| Stars | 3473 | 35018 | 191801 |
| Last activity | — | September 29, 2026 | — |
| Install complexity | تثبيت إضافة وتشغيل dsh web | سهل للتجربة، متوسط للاستضافة الآمنة / Easy to try, moderate to self-host securely | سهل / Easy |
| Category | DevOps | Workflow, DevOps | Workflow, Research |
| 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. | 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. |