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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Miller | uv | dsh-better-sidebar |
|---|---|---|---|
| Platforms | Universal, MCP, Claude Code, Codex, Cursor | Universal | DeepSeek Harness |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | BSD-2-Clause | MIT OR Apache-2.0 | MIT |
| Stars | 10049 | 91072 | 4477 |
| Last activity | October 21, 2026 | October 20, 2026 | September 23, 2026 |
| Install complexity | EASY | Easy on supported systems; Homebrew must already be installed for this command. Windows and standalone installation options are explained in the guide. | سهل / Easy |
| Category | Workflow, Data | Workflow, DevOps | Code Review, Git, Workflow, UI |
| Best use | 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. | For a Python developer or small team that wants a shared setup rather than relying on manually installed packages. Commit the dependency definition and lockfile, then sync the environment and run commands with uv. It does not isolate the operating system or untrusted code, or replace application compatibility tests. | Best for a developer using DeepSeek Harness who wants session files, changes, and parallel jobs visible beside the conversation. It adds session-specific context and separates Side Chat questions from the main flow. It is not a standalone full IDE and requires a compatible DSH release. |