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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | Miller | Beszel |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal, MCP, Claude Code, Codex, Cursor | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | BSD-2-Clause | MIT |
| Stars | 3472 | 10049 | 26480 |
| Last activity | — | October 21, 2026 | October 20, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | EASY | متوسط / Medium |
| Category | DevOps | Workflow, Data | DevOps, Monitoring |
| 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. | Ideal for developers, data analysts, and operators who need to clean a CSV export, inspect JSON Lines, or summarize a large file from the terminal without starting a Python project. Use it for quick, repeatable file processing; concurrent transactions and advanced visual analysis still call for a database or complementary analytics tool. | 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. |