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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Beszel | goose | Backlog.md |
|---|---|---|---|
| Platforms | Universal | Universal, MCP | Universal, Codex, Claude Code, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | MIT |
| Stars | 26480 | 55588 | 7130 |
| Last activity | October 20, 2026 | October 23, 2026 | — |
| Install complexity | متوسط / Medium | MEDIUM | Easy — npm, Bun, Homebrew, or Nix |
| Category | DevOps, Monitoring | Code Review, Multi-Agent, Workflow | Multi-Agent, Git, Workflow |
| Best use | 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 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 using coding agents and wanting to review the specification and plan before code. It keeps tasks, acceptance criteria, and decisions inside the project and exposes them through CLI, a local browser, or MCP. It is not a replacement for a centralized enterprise SaaS board with organization-wide permissions and reporting. |