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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | ntfy | 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 / GPL-2.0 | MIT | BSD-2-Clause |
| Stars | 35017 | 16277 | 10049 |
| Last activity | September 29, 2026 | — | October 21, 2026 |
| Install complexity | سهل للتجربة، متوسط للاستضافة الآمنة / Easy to try, moderate to self-host securely | سهل / Easy | EASY |
| Category | Workflow, DevOps | Workflow, DevOps | Workflow, Data |
| Best use | Best for an individual developer or small team that wants backup, deployment, and scheduled-job alerts without building a notification app. It starts with one HTTP request and can be self-hosted with users and ACLs. It is not a complete incident-management or log-retention system. | 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. |