VIBE-CODED APP ENGINEERING

Your app works. Let’s make it production-ready.

Built your product with Cursor, Claude, Lovable, Bolt or another AI tool? Gunpowder helps you find the risks, fix the weak spots and give your app the engineering foundation it needs to grow.

Maya Chen
@mayacodes
Built with AI. Shipped without a security review. That gap is where incidents begin.
Mar 18, 2025
1.2K
84
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Jordan Blake
@jordanbuilds
Cursor can get you from idea to production fast. It can also ship secrets, open admin routes, and risky defaults.
Mar 15, 2025
864
57
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Priya Nair
@priyanair
An app can feel finished and still have auth, database, and API issues hiding in plain sight.
Mar 11, 2025
642
39
Copy link
Ethan Brooks
@ethanbuilds
Before you launch your vibe-coded app, get a second pair of eyes on the attack surface.
Mar 6, 2025
1.8K
112
Copy link

Maya Chen
@mayacodes
Built with AI. Shipped without a security review. That gap is where incidents begin.
Mar 18, 2025
1.2K
84
Copy link
Jordan Blake
@jordanbuilds
Cursor can get you from idea to production fast. It can also ship secrets, open admin routes, and risky defaults.
Mar 15, 2025
864
57
Copy link
Priya Nair
@priyanair
An app can feel finished and still have auth, database, and API issues hiding in plain sight.
Mar 11, 2025
642
39
Copy link
Ethan Brooks
@ethanbuilds
Before you launch your vibe-coded app, get a second pair of eyes on the attack surface.
Mar 6, 2025
1.8K
112
Copy link

Human-Powered Audits

Real Humans, Real Expertise

We’re a team of experienced full-stack developers who manually review your codebase, identify patterns, spot bugs, and apply the right solutions.

Real Human Experts

Experienced full-stack developers with 3+ years of hands-on development experience

Real Human Experts

Experienced full-stack developers with 3+ years of hands-on development experience

Manual Code Review

Every line of code is manually reviewed by human experts, not automated tools

Manual Code Review

Every line of code is manually reviewed by human experts, not automated tools

Security-First Approach

Deep security analysis by certified security professionals who understand real-world threats

Context-Aware Analysis

Human judgment that understands your business logic and user context

Context-Aware Analysis

Human judgment that understands your business logic and user context

Security Alert

Your App Works. Is It Secure?

Your AI-built app may look perfect. Its security might not be.

AI-Generated Auth Flows

Critical Risk

JWT tokens that never expire, hardcoded secrets, and authentication flows that can be easily bypassed.

Common in Cursor & Claude Code apps

Critical Risk

85% of vibe-coded apps are affected by this issue

High Risk

72% of vibe-coded apps are affected by this issue

Template Vulnerabilities

High Risk

Boilerplate code with default credentials, exposed admin panels, and unsecured API endpoints.

Frequent in Bolt.new & Replit builds

Database Security Gaps

SQL injection vulnerabilities, missing input validation, and database permissions that are way too broad.

Across all AI coding platforms

High Risk

68% of vibe-coded apps are affected by this issue

Critical Risk

91% of vibe-coded apps are affected by this issue

Spear Phishing

Targeted email attacks that bypass traditional security measures, often using AI-generated content to appear legitimate.

Prevalent in all AI-assisted development

Email Emulation Attack

Sophisticated attacks that mimic legitimate email patterns and bypass spam filters through AI-generated content.

Common across all platforms

High Risk

78% of vibe-coded apps are affected by this issue

High Risk

82% of vibe-coded apps are affected by this issue

Spoofing

Identity impersonation attacks that use AI to create convincing fake personas and bypass authentication systems.

Widespread in AI coding environments

Zero-Day Exploit

Unknown vulnerabilities that are exploited before patches are available, often discovered through AI-assisted testing.

Affects all AI development tools

Critical Risk

67% of vibe-coded apps are affected by this issue

OUR SERVICES

Secure your vibe-coded world

From code audits and production fixes to autonomous AI-agent security, we help you move from a working prototype to software you can confidently ship.

Security audit

A focused review of vulnerabilities, authentication, database access and AI-generated code. Best for apps ready for validation · 1–2 days

Security audit

A focused review of vulnerabilities, authentication, database access and AI-generated code. Best for apps ready for validation · 1–2 days

Finish line service

A focused review of vulnerabilities, authentication, database access and AI-generated code. Best for apps ready for validation · 1–2 days

Finish line service

A focused review of vulnerabilities, authentication, database access and AI-generated code. Best for apps ready for validation · 1–2 days

Context-Aware Analysis

Learn coding fundamentals, security-first practices and how to build better with AI tools. Best for founders who want to build independently · 2–4 hours

Context-Aware Analysis

Learn coding fundamentals, security-first practices and how to build better with AI tools. Best for founders who want to build independently · 2–4 hours

HOW IT WORKS

A clear path from working app to confident launch

No black boxes. Just the right engineering move at the right moment — with a senior team beside you.

No black boxes. Just the right engineering move at the right moment with a senior team beside you.

15 MINUTES

Start with the real challenge

We understand what you’ve built, where it’s fragile and what a successful next move looks like.

01 / 03

1–3 DAYS

Choose the right kind of help

Pick the focused audit, hands-on fix or guided build that gets your product moving without wasted effort.

02 / 03

1–3 WEEKS

Ship with a foundation that lasts

Leave with a safer, stronger product and the clarity to keep building with confidence.

03 / 03

Ready to secure your app?

Book your intro call and get started in minutes, not weeks.

Lets Talk

It’s Free

Pricing

A clear starting point for serious product work.

We’ll scope the right engagement around your product, then help you move from uncertainty to a secure, shippable application.

Starts From

$6,000+

Pricing starts from $6,000 and is tailored to the product, codebase and level of support you need.

Starts From

$6,000+

Pricing starts from $6,000 and is tailored to the product, codebase and level of support you need.

What we’ll provide

01 Product and codebase audit

A practical review of architecture, code quality, security and production readiness.

02 Security and performance fixes

Focused hardening, prioritised fixes and the improvements that make the biggest difference.

03 Launch and infrastructure support

Deployment guidance, observability and the technical foundation for a confident launch.

04 Clear next-step roadmap

A prioritised plan for what to fix, build or improve next — without unnecessary complexity.

Every engagement starts with a short conversation to confirm fit and scope.

FAQ

Vibe coding audit questions

What founders ask before booking a code audit for their AI-assisted app.

What is a vibe coding audit?

Can you audit apps built with Cursor, Claude, Lovable or Bolt?

Do you rebuild apps or work with the existing code?

What happens after the audit?

How quickly can we get started?