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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | Vale CLI | Miller |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal, GitHub | Universal, MCP, Claude Code, Codex, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | BSD-2-Clause |
| Stars | 3473 | 6283 | 10049 |
| Last activity | — | October 3, 2026 | October 21, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | سهل / Easy | EASY |
| Category | DevOps | Testing, Workflow | Workflow, Data |
| 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 consistent product names, terminology, and documentation style before merge. It applies the same rules to human- or AI-written prose locally and in CI. It is not a translator, semantic fact checker, or Arabic grammar checker through English packages. | 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. |