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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Miller | Beszel | Hurl |
|---|---|---|---|
| Platforms | Universal, MCP, Claude Code, Codex, Cursor | Universal | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | BSD-2-Clause | MIT | Apache-2.0 |
| Stars | 10049 | 26480 | 19271 |
| Last activity | October 21, 2026 | October 20, 2026 | October 17, 2026 |
| Install complexity | EASY | متوسط / Medium | Easy; API and CLI knowledge required |
| Category | Workflow, Data | DevOps, Monitoring | Testing, DevOps |
| 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. | 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. | Best for a developer or small team that wants repeatable API checks with explicit conditions stored beside the code. It links request data and identifies failing assertions without repeating manual inspection. It does not replace browser tests or test-environment setup; curl may be enough for a one-off request. |