Compare
Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | goose | Beszel | Superpowers |
|---|---|---|---|
| Platforms | Universal, MCP | Universal | Claude Code, Codex, Cursor, OpenCode |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | MIT |
| Stars | 55588 | 26480 | 304147 |
| Last activity | October 23, 2026 | October 20, 2026 | — |
| Install complexity | MEDIUM | متوسط / Medium | — |
| Category | Code Review, Multi-Agent, Workflow | DevOps, Monitoring | Code Review, Multi-Agent, Testing, Workflow |
| 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 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 a developer or project owner working on a substantial feature or a difficult bug. It helps clarify requirements, approve a plan, and inspect tests and file changes. Its value is a visible path from decision to verification. A small text edit may not need the full workflow. |