Compare
Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | Ruff | Gitleaks | goose |
|---|---|---|---|
| Platforms | Universal, GitHub | Universal, GitHub | Universal, MCP |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | MIT | Apache-2.0 |
| Stars | 50435 | 30688 | 56235 |
| Last activity | November 5, 2026 | October 23, 2026 | October 23, 2026 |
| Install complexity | EASY | LOW | MEDIUM |
| Category | Code Review, Testing | Security, Git, DevOps | Code Review, Multi-Agent, Workflow |
| Best use | Best for an individual Python developer or small team that wants consistent linting, import organization, and formatting locally, in editors, and in CI. It adds reviewable rules, safe-by-default fixes, and a pinnable version. It does not replace tests, type checking, or business-logic review, and migration from Black or Flake8 should be tested on a branch. | Best for an individual developer or small team that wants a local pre-commit secret scan plus a second CI gate. It is especially useful around deployment configuration and environment files. It does not replace a secret manager or credential revocation after a leak. | 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. |