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Vibe Code Rescue

We audit, harden, and rebuild vibe-coded apps for production

We do an audit for you first, then fix only what's actually broken.

Start here

Which situation do you resonate with the most?

Path A · Going to production

I built an AI app that now needs to handle real users

This Is Me
Path B · Codebase issues

I have a product, but the codebase is becoming a problem

This Is Me
The problems we solve

The problems that usually bring founders to Agent Loopr

Your prototype helped you move fast, but real users are starting to expose the gaps.

The app worked during testing, but users started running into problems after launch.

I realized I do not actually know whether the product is secure.

I noticed the app slowing down once more users started using it.

I built the product quickly with AI, but the infrastructure was never designed for production traffic.

What we do

Our Vibe Code Rescue services

Nothing gets touched until we've read the codebase end to end. The agent architecture gets built around what's actually there.

04 services
Service 01

Security & Performance Reviews

We identify the production risks in AI-built products before they start affecting users, growth, or reliability.

What we review
  • Application security and auth flows
  • Performance bottlenecks and infrastructure limits
  • Database structure and API reliability
  • Code quality and production readiness
What you get
  • Technical audit with prioritized fixes
  • Clarity on what to fix vs rebuild
  • Visibility into security and infrastructure risks
  • A production-readiness roadmap
Talk to Our Team
Service 02

Security Hardening

We close the security gaps AI tools leave behind, so your product can handle real users and real data safely.

What we improve
  • Authentication, permissions, and access
  • Exposed API keys and integrations
  • Vulnerable backend logic and workflows
  • Security gaps in production readiness
What you get
  • Reduced security and operational risk
  • Stronger authentication and access controls
  • Safer infrastructure for real traffic
  • Greater confidence before launch or scale
Talk to Our Team
Service 03

Codebase Refactoring

We restructure messy AI-generated code into something your team can read, extend, and maintain with confidence.

What we improve
  • Messy or duplicated code
  • Performance and maintainability issues
  • Unstable integrations and workflows
  • Architecture slowing down development
What you get
  • Faster, safer feature development
  • A codebase that's easier to maintain
  • Fewer issues from product updates
  • More predictable engineering workflows
Talk to Our Team
Service 04

AI App Rebuilds

When a prototype has outgrown its foundation, we rebuild it properly, keeping what works and fixing what doesn't.

What we rebuild
  • Unstable or poorly structured architecture
  • Backend systems that can't scale
  • Fragile integrations and workflow dependencies
  • Foundations blocking future development
What you get
  • Architecture built for long-term growth
  • Systems that support future features
  • Fewer limitations from the original build
  • A stronger foundation for what's next
Talk to Our Team
How we build

Our workflow for
stabilizing AI-built products

Most Vibe Code Rescue engagements are completed within 2–6 weeks.

STEP 01

Discovery call

We understand what was built, which tools were used, and where product issues are starting.

STEP 02

Audit & diagnostic

Our team audits the codebase and infrastructure to identify what is stable, risky, or slowing growth.

STEP 03

Scope alignment

Based on the audit, we define what should be fixed, refactored, or rebuilt before work begins.

STEP 04

Hardening or rebuild

Experts define the solution while our agent-native workflow accelerates implementation.

STEP 05

QA review

Our team reviews security, scalability, deployment, and production readiness before launch.

STEP 06

Launch & handover

We deploy, document, and hand over the finalized product with support from our team.

The comparison

Why AI founders choose
Agent Loopr for Vibe Code Rescue

Clear technical judgment before you commit to fixes or rebuilds.

Comparing Freelancers, Agent Loopr, and Traditional Agencies

Freelancers

Good for isolated fixes and short-term development tasks. You manage the technical direction, production decisions, and long-term stability yourself.

Fast for quick fixes; harder to stabilize the full product
Agent Loopr

Agent Loopr

Built for founders who need clear technical judgment before committing to fixes or rebuilds. Every engagement starts with an audit to identify what is stable, risky, or worth rebuilding.

Expert oversight accelerated by agent-native execution

Traditional Agencies

Good for larger rebuild projects with formal delivery processes. Communication often moves through layers, and timelines are usually longer and less flexible.

Structured process but typically slower
Tech stack

Tools We Use

We work with the tools your product was originally built in, alongside our production-ready engineering stack.

Claude logo
Lovable logo
Bolt.new logo
Cursor logo
v0 logo
Replit logo
OpenAI logo
NestJS logo
Claude logo
Lovable logo
Bolt.new logo
Cursor logo
v0 logo
Replit logo
OpenAI logo
NestJS logo
Claude logo
Lovable logo
Bolt.new logo
Cursor logo
v0 logo
Replit logo
OpenAI logo
NestJS logo
Claude logo
Lovable logo
Bolt.new logo
Cursor logo
v0 logo
Replit logo
OpenAI logo
NestJS logo
React logo
Node.js logo
Python logo
Supabase logo
PostgreSQL logo
n8n logo
React logo
Node.js logo
Python logo
Supabase logo
PostgreSQL logo
n8n logo
React logo
Node.js logo
Python logo
Supabase logo
PostgreSQL logo
n8n logo
React logo
Node.js logo
Python logo
Supabase logo
PostgreSQL logo
n8n logo
Case study

An AI-generated
codebase, turned into a real product

Fianzza

How Fianzza turned a Lovable prototype into a live escrow platform at 1.75% net margin

8 weeksprototype to production
1.75%net margin per transaction
14 systemsrebuilt end to end
Read More
FAQ

Common questions
about Vibe Code Rescue

AI coding tools optimize for working output, not safe output, so exposed API keys, missing auth checks, unvalidated inputs, and permissive database rules are common and rarely flagged. The honest answer is you usually can't tell from the outside. Our audit reads the actual code and config, runs it against known failure patterns, and tells you exactly what's exposed and how serious it is before anyone exploits it.

Yes, once it's stabilized. These tools get you to a working prototype fast, but production demands things they skip: real auth, sane data architecture, error handling, observability, and a deployment pipeline. We keep what works, harden what doesn't, and fill the gaps so the product holds up under real users instead of breaking the first time reality doesn't match the demo.

We walk through what you've built, what's breaking, and where you're trying to take it. You show us the app and the codebase if you can; we ask about users, data, and the failures you're seeing. By the end you'll have a clear read on what's wrong, what it takes to fix, and whether stabilizing or rebuilding is the smarter move, with no obligation to continue.

We review the codebase, architecture, and config end to end: security holes, data-model risks, performance bottlenecks, missing error handling, and anything that won't survive real traffic. You get a prioritized report: what's critical, what's cosmetic, and what it takes to make the product production-ready, written so you can act on it whether or not you work with us.

An audit takes a few days. Fixing depends on what we find. Most stabilization work lands in 2–4 weeks, with critical security issues handled first. We sequence the work so the riskiest problems are resolved early and you can keep shipping, rather than freezing the product for a single long rebuild.

Whichever actually serves you. Most AI-built products only need targeted fixes (security, data layer, error handling) on top of a salvageable foundation. We only recommend a full rebuild when the underlying architecture can't support where you're headed, and we'll tell you honestly which path costs less to get you to production.

Ready to talk about
what you're building?

Book a 30-minute call and come as you are. No preparation needed on your end.

Book a Discovery Call