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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.
Energy-, mass- or money-flows are described with simular balances. Usually many upsetting tables are used to calculate the balance. The Software Flow visualizes the data in a grafic, zoomable and animated way.