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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | restic | Miller |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal | Universal, MCP, Claude Code, Codex, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | BSD-2-Clause | BSD-2-Clause |
| Stars | 3473 | 36756 | 10049 |
| Last activity | — | September 25, 2026 | October 21, 2026 |
| Install complexity | تثبيت إضافة وتشغيل dsh web | متوسط: CLI ومستودع وجدولة منفصلة / Moderate: CLI, repository, and separate scheduling | EASY |
| Category | DevOps | Security, DevOps | 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 needs encrypted, testable backups of project files and exported database dumps. It works with local or remote storage and can be scheduled by the operating system. It does not replace application-consistent database exports or recovery testing. | 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. |