Story

Debugging Live User Issues inside the Code Editor

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

2 min readWritten from prodfixai.com✓ Approved by the founder · 25 Sept 2026
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  1. The story
  2. Questions

01The story

Leo sits at his desk on a Tuesday morning, reviewing recent updates to his web application. As a solo founder building and maintaining the software entirely by himself, keeping track of runtime stability without an auxiliary DevOps team is a constant challenge. When issues happen in a deployed environment, discovering them days later through public tweets or customer complaints wastes valuable development hours.

To bridge this gap, Leo uses Prodfix AI to connect his production environment directly to his AI code editor. Rather than constantly checking multiple dashboards or reading raw stack traces cold, he relies on an integrated MCP server that works right inside Cursor. When an uncaught exception or performance regression occurs on a user's browser, the SDK captures the exact context and transmits it straight to his chat window.

Earlier in the week, Leo shipped a routine update to the checkout flow. Unbeknownst to him, a subtle edge case caused a JavaScript error for certain visitors navigating directly to the payment page without initializing their cart data first. Instead of learning about the crash through a disgruntled message on social media, Leo opens Cursor and types a simple prompt asking what issues are currently open in production.

The assistant immediately responds with the exact error details: a TypeError indicating that properties of undefined cannot be read on the cart price calculation. Along with the stack trace and the affected user count, the tool provides a clear one-paragraph diagnosis explaining that the cart array is undefined during direct navigation.

Accompanying the root cause summary, the system generates a code-level fix suggestion. It points directly to the vulnerable line in checkout.js and suggests adding a safe navigation operator and a fallback default value. Leo reviews the suggested modification, applies the change directly within his editor without needing to copy-paste between separate browser tabs, and deploys the fix in minutes.

Beyond handling unexpected exceptions, Leo also checks the monitoring signals for user experience friction and application performance. The platform tracks web vitals such as Largest Contentful Paint and Interaction to Next Paint across real users, alerting him if any deployment makes page loads slower. It also records frustration signals like rage clicks and dead clicks so he can spot usability deadlocks before they result in churn.

By unifying error tracking, user interaction events, security scans, and performance metrics into a single SDK installation, Leo maintains full visibility over his application's health. He stays focused on shipping features while relying on his AI editor to surface real production data the moment something goes wrong.

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.