Aibolit provides an MCP server that integrates with AI agents like Claude Code, Cursor, and Windsurf to highlight the most critical design issues in Java code. By focusing AI refactoring efforts on significant problems rather than cosmetic changes, Aibolit helps developers improve code quality and maintainability efficiently.