Unclear scope of instability
The founder couldn't tell which parts of the application were fundamentally broken versus simply unfinished.
AI-ASSISTED DEVELOPMENT CASE STUDY
Rescuing an unstable Cursor-generated application into a launch-ready MVP
An incomplete or unstable Cursor-generated application audited, refactored, tested, and transformed into a launch-ready MVP.
▣ Codebase audited to identify what's actually broken
♙ Unstable areas refactored into maintainable structure
✦ Testing introduced before further changes
Rescuing a stalled prototype without starting from zero
Founders sometimes reach a point with a Cursor-generated application where new features break existing ones, or the codebase becomes too fragile to change confidently, without a clear path forward.
This engagement audits the existing codebase to separate what's genuinely broken from what's simply unpolished, refactors the unstable areas, introduces testing, and turns the stalled prototype into something launch-ready.
▥IndustrySoftware & Technology
◇ProductAI-Assisted Codebase Recovery
♙AudienceFounders with stalled AI-generated applications
⌁DeliveryMVP-focused delivery
The Challenge
Fragile, interdependent code
Changes in one area of the application frequently broke unrelated functionality elsewhere.
No testing safety net
Without any test coverage, every change carried a real risk of introducing new instability.
What We Can Identified
A structured audit and recovery process that stabilizes the codebase without discarding the founder's progress.
Full Codebase Audit
The existing application is audited to clearly identify what's broken, what's fragile, and what's actually working well.
Targeted Refactoring
Unstable and interdependent areas of the code are refactored into a clearer, more maintainable structure.
Test Coverage Introduction
Core workflows gain test coverage, giving the team a safety net for future changes.
Dependency Cleanup
Fragile or conflicting dependencies are reviewed and resolved to stabilize the build.
Documentation for Handover
Key architectural decisions and module structure are documented for ongoing maintainability.
Launch-Ready Deployment
The recovered application is prepared for a stable, reliable production launch.
How MVPHUB Delivered It
1
◇ Codebase Audit
Assessed the existing application to identify the true scope of instability and fragility.
2
✎ Prioritized Refactoring
Refactored the most unstable and interdependent areas of the code first.
3
✦ Testing Introduction
Added test coverage for core workflows to prevent regressions going forward.
4
♢ Dependency & Build Stabilization
Resolved fragile dependencies and stabilized the application's build process.
5
⌁ Launch Readiness
Verified the recovered application was stable and ready for a real launch.
Every unstable area identified, refactored, and covered by tests.
Engineering Behind The Experience
Systematic Codebase Audit
Instability was identified methodically rather than guessed at.
Structured Refactoring Approach
Fragile code was restructured without discarding the founder's existing product logic.
Test-Backed Stability
Core workflows are protected by test coverage against future regressions.
The Outcome
Before: A stalled, fragile prototype
× Unclear which parts of the app were actually broken
× Changes in one area broke unrelated functionality
× No test coverage protecting against regressions
× Dependencies fragile and inconsistently resolved
After: A stabilized, launch-ready application
✓ Codebase audited with clear understanding of instability
✓ Fragile areas refactored into maintainable structure
✓ Core workflows protected by test coverage
✓ Dependencies resolved and build stabilized
What Changed
Clear understanding of codebase stability
Refactored, maintainable core modules
Test-covered core workflows
Built to rescue progress, not restart it
This engagement replaces a stalled, fragile prototype with a stabilized application ready for a real launch.
By auditing, refactoring, and testing methodically, the recovery preserves the founder's original product vision while making it something that can actually ship.
THE MVPHUB PRINCIPLE
"A stalled prototype usually needs targeted recovery, not a full rewrite from zero.
"
Have a Stalled Cursor-Built Codebase?
Let's audit and recover your AI-generated application into something launch-ready.
AI-accelerated. Expert-verified. Built around the outcome your first release needs to prove.
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