Compare
Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Dagu | goose | Beszel |
|---|---|---|---|
| Platforms | Universal, MCP | Universal, MCP | Universal |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | GPL-3.0 | Apache-2.0 | MIT |
| Stars | 4491 | 55907 | 26647 |
| Last activity | October 28, 2026 | October 23, 2026 | October 20, 2026 |
| Install complexity | سهل للبداية؛ يحتاج ضبط أمان قبل المشاركة / Easy to start; security configuration required before sharing | MEDIUM | متوسط / Medium |
| Category | Workflow, DevOps, Monitoring | Code Review, Multi-Agent, Workflow | DevOps, Monitoring |
| Best use | Best for a developer or small team with connected scripts that need schedules, history, and a clear failure point. It adds dependencies, retries, and an operations UI without an external database in single-server mode. A simple independent command may not need it, and some team controls such as additional users, SSO, RBAC, and audit logging currently require a paid license. | 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 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. |