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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | goose | Task | ntfy |
|---|---|---|---|
| Platforms | Universal, MCP | Universal, GitHub | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | Apache-2.0 / GPL-2.0 |
| Stars | 55588 | 16276 | 35017 |
| Last activity | October 23, 2026 | — | September 29, 2026 |
| Install complexity | MEDIUM | سهل / Easy | سهل للتجربة، متوسط للاستضافة الآمنة / Easy to try, moderate to self-host securely |
| Category | Code Review, Multi-Agent, Workflow | Workflow, DevOps | Workflow, DevOps |
| Best use | Best for an individual developer or small team that wants an AI agent to complete an inspectable task in a working copy: understand files, make a bounded change, and run a test. Start with manual approval and scope the folder and tools. Do not give it broad access to production or sensitive data. | 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. | 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. |