Story

Fixing a Production Crash Directly Inside Cursor

A solo founder building a SaaS application alone without a DevOps team.

1 min readWritten from prodfixai.com✓ Approved by the founder · 18 Sept 2026
On this page
  1. The story
  2. Questions

01The story

Leo spent Saturday afternoon shipping a major update to his SaaS checkout flow. He closed his laptop feeling accomplished, but a bug slipped past his local tests. When users navigated directly to the checkout page without loading their cart first, the application threw a critical runtime exception because the item array was undefined. Without a dedicated team to monitor uptime, Leo would normally have learned about this crash on Monday morning through an angry public tweet or a customer support complaint.

Fortunately, Leo had wired his project with ProdFix before deploying. The SDK caught the uncaught exception with its full stack trace and transmitted the issue context straight to his AI editor using a Model Context Protocol server. Instead of forcing Leo to open a browser dashboard or read a raw stack trace in cold isolation, the monitoring tool integrated directly into his daily workflow.

On Sunday evening, Leo opened his editor and asked his AI assistant what was broken in production. Because the monitoring system feeds real production events into the editor, the assistant immediately surfaced the critical error from checkout.js. It displayed the exact line number, the count of affected users, and a precise root cause analysis explaining that the cart array was undefined during direct navigation.

Along with the problem diagnosis, the system generated a code-level fix suggestion incorporating optional chaining and nullish coalescing to prevent the crash. Leo reviewed the proposed change inside his chat window and applied the fix with a single click. He staged the corrected file, pushed the update, and resolved the production failure in seconds without ever leaving his coding environment or checking an external metrics page.

An illustrative story built only from features Prodfix AI offers.

02Questions

How far back can I view event history on the Pro plan?

The Pro plan retains event data for up to 90 days.

Source: prodfixai.com
What security risks does ProdFix check during code deployments?

It checks runtime deploys for leaked secrets, Content Security Policy issues, and vulnerable dependencies.

Source: prodfixai.com
How does the performance monitoring module detect site regressions?

It monitors Core Web Vitals across real user visits and alerts you if a deploy decreases speed.

Source: prodfixai.com
How long is event data retained on the Free plan?

Data captured on the Free plan is retained for 14 days.

Source: prodfixai.com
Can I use ProdFix with the Zed editor?

Yes. ProdFix connects to Zed via its MCP server.

Source: prodfixai.com
Can I test the security scanner without creating an account?

Yes. You can run the free security scan without registering for an account.

Source: prodfixai.com

Delivers production bug, UX, security, and performance data directly into AI editors for solo founders.