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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | Miller | Backlog.md |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal, MCP, Claude Code, Codex, Cursor | Universal, Codex, Claude Code, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | BSD-2-Clause | MIT |
| Stars | 3472 | 10049 | 7130 |
| Last activity | — | October 21, 2026 | — |
| Install complexity | تثبيت إضافة وتشغيل dsh web | EASY | Easy — npm, Bun, Homebrew, or Nix |
| Category | DevOps | Workflow, Data | Multi-Agent, Git, Workflow |
| 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 using coding agents and wanting to review the specification and plan before code. It keeps tasks, acceptance criteria, and decisions inside the project and exposes them through CLI, a local browser, or MCP. It is not a replacement for a centralized enterprise SaaS board with organization-wide permissions and reporting. |