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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Bruno | marimo | goose |
|---|---|---|---|
| Platforms | Universal | Universal | Universal, MCP |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | Apache-2.0 | Apache-2.0 |
| Stars | 47971 | 23389 | 56064 |
| Last activity | October 30, 2026 | October 29, 2026 | October 23, 2026 |
| Install complexity | EASY | EASY | MEDIUM |
| Category | Testing, Git | Workflow, Data | Code Review, Multi-Agent, Workflow |
| Best use | Ideal for a solo developer or small team that wants API collections and tests beside the code with Git review. Use it for repeatable REST, GraphQL, gRPC, and WebSocket checks—not live cloud collaboration or load testing. | Ideal for a data analyst, Python developer, or small team that wants reproducible experiments, clear Git review, and an interactive report or internal tool from the same source. It is not a replacement for governed BI or a production service requiring enterprise scaling and permissions. | 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. |