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Stop vibe-debugging.
Plug Claude into your app's actual errors.
AppSignal's MCP server hands Claude, Cursor, or Zed your real errors, traces, and the deploy that shipped them. AI writes the fix; you review the diff.
Balcora-project is open source GUI framework. It is basically Spring and SWT integration and has in addition powerful ways to manipulate data in forms and lists.
Totally new approach for creating rich client applications!