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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Gatus | Task | Miller |
|---|---|---|---|
| Platforms | Universal | 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 | 12381 | 16278 | 10049 |
| Last activity | September 24, 2026 | — | October 21, 2026 |
| Install complexity | سهل إلى متوسط / Easy to moderate | سهل / Easy | EASY |
| Category | Security, DevOps | Workflow, DevOps | Workflow, Data |
| Best use | Best for an individual developer or small team that wants self-hosted website, API, DNS, and certificate checks with a status page and threshold-based alerts. It combines active checks and simple history in one service. It does not replace resource monitoring, logs, or distributed tracing. | Best for a developer or small team whose project commands span languages, folders, and tools. It provides documented entry points that people and agents can use and review in Git. Existing scripts may be enough for a simple project; Task does not install project tools or sandbox their commands. | 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. |