Local-first continuous code review plugin ships

A new MCP plugin called jev-review is aiming to put continuous software-quality checks directly inside coding agents, rather than sending code out to a cloud-hosted review service. The project is positioned as local-first, which will matter to teams that are cautious about where their source code and development context are processed. You can see the early project details in the GitHub repository.

The basic idea is straightforward. Instead of waiting for a pull request or a formal review stage, an AI coding agent can be checked as it works. That could help catch quality issues earlier, while the developer is still making changes. For an owner running a software team, the appeal is less about adding another AI tool and more about reducing the avoidable rework that shows up late in testing or code review.

It picked up 62 GitHub stars on launch day, at a rate of 62 per day. That is only an early interest signal, not proof that it works well at scale. Still, local-first developer tools are worth watching, especially where code privacy, internal standards, and review consistency matter. This is the kind of thing we build into an AI command centre, where useful signals and checks can sit closer to the work instead of becoming another disconnected tool.