Blog - VibeDoctor | AI Code Health, Security & Quality Articles 

VIBEDOCTOR BLOG

In-depth articles on every security, performance, and code quality issue VibeDoctor diagnoses - with real code examples, fixes, and explanations for founders and developers using AI coding tools.

98 articles · 23 diagnostic areas · 129+ checks covered

🔒 Security Vulnerabilities

High SEC-001

Unprotected API Routes in AI-Generated Code: How to Fix Them

AI code generators often create API routes without authentication. Learn how to detect and fix unprotected endpoints in your vibe-coded app.
Critical SEC-002

SQL Injection in AI-Generated Code: The Hidden Risk of Vibe Coding

AI tools like Bolt and Cursor generate SQL injection vulnerabilities 2.74x more often. Learn to spot and fix string interpolation in database queries.
Critical SEC-003

XSS Vulnerabilities in React and Next.js: What AI Code Misses

dangerouslySetInnerHTML and innerHTML are XSS time bombs in AI-generated React code. Learn how to detect and eliminate cross-site scripting risks.
High SEC-004

CORS Misconfiguration in Vibe-Coded Apps: Wildcard Origins Explained

Wildcard CORS origins let any website call your API. Learn how AI tools misconfigure Access-Control headers and how to fix them.
High SEC-005

CSRF and State-Changing GET Requests: A Vibe Coding Anti-Pattern

AI code generators often use GET requests for mutations like delete and update. Learn why this creates CSRF vulnerabilities and how to fix it.
Critical SEC-006

Client-Side Secret Exposure: NEXT_PUBLIC_ and VITE_ Env Var Dangers

Prefixing secrets with NEXT_PUBLIC_ or VITE_ exposes them in the browser bundle. Learn how AI tools cause this critical mistake.
High SEC-007

Insecure Cookie Settings: Missing httpOnly, Secure, and SameSite Flags

AI-generated cookie code often skips httpOnly, Secure, and SameSite flags. Learn what each flag does and why your session cookies need them.
Critical SEC-008

eval() and new Function() in JavaScript: Why AI Code Uses Them Wrong

Dynamic code execution via eval() is one of the most dangerous patterns in AI-generated code. Learn safer alternatives.
High SEC-009

Math.random() Is Not Secure: Insecure Randomness in AI-Generated Code

AI tools use Math.random() for tokens and IDs. Learn why this is predictable and how to use crypto.randomUUID() instead.
High SEC-010

Missing Input Validation in API Routes: The #1 AI Code Shortcut

Most AI-generated API routes accept any input without validation. Learn how to add Zod or Joi schema validation to protect your endpoints.
High SEC-011

Insecure File Uploads in AI-Generated Code: No Validation, No Limits

AI tools generate file upload endpoints without type validation or size limits. Learn how attackers exploit this and how to fix it.
High SEC-013

No Rate Limiting on Your API? How AI Code Leaves You Wide Open

AI-generated APIs almost never include rate limiting. Learn how attackers abuse this and how to add rate limiting in minutes.
Critical SEC-014 SEC-015 SEC-016

Hardcoded API Keys in Bolt, Lovable & Cursor: How to Find and Remove Them

AI coding tools embed API keys directly in source code. Learn how to find hardcoded Stripe, OpenAI, and AWS keys before attackers do.

🔑 Secret Detection

Critical GIT-001 GIT-002 GIT-003 GIT-004 GIT-005

Leaked Secrets in Git History: How to Scan and Remove Them

Removing a secret from code doesn't remove it from Git history. Learn how Gitleaks scans your full commit history for API keys and credentials.
Critical GIT-009

Supabase and Firebase Credentials Exposed in Your Repo

Vibe coding tools often commit Supabase anon keys and Firebase configs to Git. Learn which credentials are safe to expose and which are not.
High GIT-001 GIT-002 SEC-014

Pre-commit Hooks: Catching Secrets Before They Ship to Git

A pre-commit hook with Gitleaks stops secrets from ever reaching your repository. Here is how to set it up in 5 minutes.

🛡️ Security Headers

High HDR-001 HDR-002 HDR-003 HDR-004 HDR-005 HDR-006

Missing Security Headers: The #1 Issue in Vibe-Coded Web Apps

Most AI-generated apps ship with zero security headers. Learn about HSTS, CSP, X-Frame-Options and how to add them in one config change.

🔐 SSL / TLS Certificate

Critical SSL-001 SSL-002 SSL-003 SSL-004 SSL-005

SSL Certificate Issues in Vibe-Coded Apps: HTTPS, Expiry & Trust Chain

Is your AI-built app running on HTTPS? Learn about SSL certificate validation, expiry monitoring, and TLS protocol versions.

📦 Dependency Vulnerabilities

Medium DEP-001 DEP-004 DEP-006 DEP-007

Excessive Dependencies in AI-Generated Apps: Bundle Bloat Problem

AI tools install 60+ packages for a simple app. Learn how dependency bloat increases attack surface, slows your app, and how to trim it.
High DEP-008 DEP-009 DEP-010

Loose Version Pinning: How AI Code Creates Supply Chain Risks

Using * or latest in package.json is a supply chain attack waiting to happen. Learn how to pin versions and protect your build.
Critical TRIVY

CVE Scanning for JavaScript Apps: Finding Known Vulnerabilities with Trivy

Your dependencies may have known CVEs. Learn how Trivy scans npm packages against the National Vulnerability Database.

⚡ Performance

Medium LH-001 LH-002 LH-003 LH-004 LH-005

Why Your Vibe-Coded App Scores Low on Lighthouse (And How to Fix It)

AI-generated apps routinely score below 50 on Lighthouse. Learn what FCP, LCP, TBT, and CLS mean and how to improve each metric.

🔍 SEO Meta Tags

High SEO-001 SEO-002 SEO-003 SEO-004 SEO-005 SEO-006 SEO-007

Missing SEO Meta Tags in AI-Generated Sites: Invisible to Google

Bolt, Lovable, and v0 often skip meta descriptions, Open Graph tags, and canonical URLs. Learn which tags you need and how to add them.

🧹 Code Quality

Medium QUA-005

Mixed Async Patterns in JavaScript: .then() vs async/await in AI Code

AI tools mix .then()/.catch() with async/await in the same file. Learn why this causes bugs and how to standardize your async code.
Medium QUA-006a QUA-006b QUA-006c

God Functions: Why AI Generates 200-Line Monsters (And How to Split Them)

AI code generators build massive functions with deep nesting and too many parameters. Learn refactoring patterns to break them down.
Medium QUA-008 QUA-013

God Files in Vibe-Coded Projects: When One File Does Everything

AI generates 500-line files that handle routing, data, UI, and business logic. Learn how to detect and decompose monolithic files.
High QUA-009 QUA-010

Missing Error Handling in AI-Generated Code: Silent Failures Everywhere

Cursor, Bolt, and Lovable generate .then() without .catch() and try blocks without meaningful catches. Learn how to add real error handling.
Medium QUA-012 QUA-011

TODO Stubs and Incomplete Code: When AI Gives You Placeholder Functions

AI tools leave TODO comments and empty functions in production code. Learn how to find and complete every unfinished implementation.
High HALLU

AI Hallucinated Imports: When npm Packages Don't Actually Exist

AI code generators invent package names that don't exist on npm. Learn how hallucinated imports break builds and how to detect them.

📈 Deep Code Analysis

High SQ-BUG SQ-VULN SQ-SPOT SQ-SMELL SQ-DEBT SQ-DUP SQ-COV

SonarQube for AI-Generated Code: Deep Analysis Beyond Linting

ESLint catches style issues. SonarQube catches bugs, security hotspots, and technical debt. Learn what enterprise-grade static analysis reveals.

🐌 Performance Anti-Patterns

High PERF-001 PERF-005

await Inside Array.map(): The Silent Performance Killer in AI Code

AI tools put await inside .map() creating sequential execution instead of parallel. Learn the fix with Promise.all().
High PERF-002

Synchronous File I/O in Node.js: How AI Code Blocks Your Event Loop

AI generates readFileSync and writeFileSync in async contexts. Learn why this freezes your server and how to switch to async I/O.
Critical PERF-003

N+1 Queries in Next.js: The Database Performance Killer from AI Code

AI-generated code puts database queries inside loops, creating N+1 problems that cause 10-100x slower page loads. Learn the fix.

🖥️ Frontend Quality

Medium FE-001

React Error Boundaries: Why AI-Generated Apps Crash on One Error

Without Error Boundaries, a single component error crashes your entire React app. Learn how to add resilience to AI-generated UIs.
High FE-006

Memory Leaks in useEffect: setInterval and addEventListener Without Cleanup

AI tools set up intervals and event listeners in useEffect but forget cleanup functions. Learn how to prevent memory leaks in React.
Medium FE-005a FE-005b

Accessibility in AI-Generated Code: Missing Alt Text and ARIA Labels

AI code generators skip alt text on images and aria-label on buttons. Learn WCAG basics and how to make your vibe-coded app accessible.

⚙️ Configuration & DevOps

Medium CFG-008

TypeScript Strict Mode Disabled: Why AI Code Turns Off Type Safety

AI tools often set strict: false in tsconfig.json. Learn what strict mode catches and why you should always enable it.
Medium CFG-002 CFG-005 CFG-006 CFG-007

Hardcoded localhost URLs in Production: A Classic Vibe Coding Bug

AI-generated code hardcodes http://localhost:3000 instead of using environment variables. Learn how to detect and fix this before deploying.
Medium CFG-004

Unpinned Docker Images: Why :latest Tag Breaks Production Builds

Using FROM node:latest in your Dockerfile means your builds are not reproducible. Learn how to pin Docker image versions properly.
Medium CFG-008

No Health Endpoint, No Uptime: Why Your App Needs /health

AI-generated apps ship without a /health endpoint. Without one, your monitoring, load balancer, and container orchestrator are flying blind.
High CFG-004 SEC-014 CFG-005

Docker Compose Security for Solo Founders: Exposed Ports, Secrets, and Defaults

Your docker-compose.yml exposes database ports, hardcodes passwords, and runs containers as root. Here is how to secure it for production.
High SEC-006 SEC-014 SSL-001 HDR-001 CFG-002 CFG-005

How to Deploy a Vibe-Coded App to Production Without Breaking Everything

Step-by-step guide to deploying AI-generated apps safely. Covers environment variables, secrets, SSL, security headers, monitoring, and the checks to run before going live.

🧪 Testing

High TST-001 TST-002 TST-003

Zero Test Coverage: Why AI-Generated Apps Ship Without Tests

Most vibe-coded apps have zero tests. When they do, they're empty shell tests. Learn how to evaluate and build real test coverage.
Medium TST-004 TST-005 TST-008

Mock Everything, Test Nothing: AI Testing Anti-Patterns

AI-generated tests mock every dependency and only test happy paths. Learn how to write tests that actually catch bugs.

📋 Project Hygiene

Critical PRJ-001 PRJ-002

.env File Committed to Git: The Most Common Vibe Coding Mistake

Committing .env files to Git exposes database passwords, API keys, and secrets. Learn how to detect, remove, and prevent this.

🌐 Live Website Analysis

High WEB-001 WEB-002

Console Errors in Production: Runtime JavaScript Failures in AI-Built Apps

Your live website is throwing JavaScript errors you might not see. Learn how to detect console.error messages and runtime exceptions.
High WEB-005 WEB-003 WEB-004

Mixed Content Warnings: HTTP Resources on HTTPS Pages

Your HTTPS site loads images or scripts over HTTP? Browsers block mixed content. Learn how to find and fix mixed content issues.
Medium WEB-003 WEB-004

Broken Links Are Killing Your SEO: How to Find and Fix Them

Broken links hurt your search rankings and frustrate users. Learn how to detect 404s, redirect chains, and dead external links automatically.
High WEB-004 WEB-005

Page Weight Budget: Why Your Vibe-Coded App Takes 8 Seconds to Load

AI-generated apps ship 5MB+ pages with unoptimized images and 40+ network requests. Learn how to audit and reduce your page weight.

🔧 Tool-Specific Guides

High SEC-001 SEC-002 SEC-006 SEC-010 SEC-014

Is Your Bolt.new App Safe to Launch? 7 Things to Check Before Going Public

Built something on Bolt.new and about to share it? Here are 7 security and quality checks to run before your app goes live.
High SEC-001 SEC-003 SEC-006 SEC-010 SEC-013

Lovable App Security: What Lovable Does Not Tell You About Your Code

Lovable generates beautiful apps fast, but the generated code has security gaps. Learn what Lovable skips and how to fix it before launch.
High SEC-003 SEC-010 FE-005a FE-005b FE-008

v0 by Vercel: Security and Code Quality Issues in Generated Components

v0 generates stunning React components, but ships XSS vectors, missing validation, and accessibility gaps. Here is what to check.
Critical SEC-001 SEC-006 SEC-013 SEC-014 CFG-002

Replit Apps in Production: Why Deployed Repls Have Critical Security Gaps

Replit makes deployment one click away, but deployed Repls often ship with exposed secrets, no auth, and zero rate limiting.
High SEC-002 SEC-003 SEC-006 SEC-010 QUA-010

Cursor-Generated Code: The 5 Most Common Security Issues We See in Scans

Cursor is the fastest AI coding tool, but speed creates patterns. Here are the 5 security issues that show up most in Cursor-generated codebases.
Critical SEC-001 SEC-003 SEC-006 SEC-010 SEC-013

The Apps Bolt and Lovable Build Have a Problem. This Tool Was Built to Find It.

Bolt and Lovable generate apps fast. They do not generate them safe. VibeDoctor finds the security, quality, and performance issues these platforms consistently leave behind.

🔐 Auth & Identity

Critical SEC-001 SEC-002

Supabase Auth in Vibe-Coded Apps: Row Level Security You Forgot to Enable

Supabase RLS is the #1 thing vibe coders skip. Without it, any authenticated user can read and modify every row in your database.
Critical SEC-016 SEC-001 SEC-014

JWT Vulnerabilities in AI-Generated APIs: Algorithm Confusion and None Attack

AI tools generate JWT code with weak secrets, missing algorithm checks, and no expiry. Learn the attacks and how to implement JWT securely.
High SEC-001 SEC-005 SEC-009

OAuth Implementation Mistakes in Vibe-Coded Apps: State Parameter, PKCE, and Redirect URIs

AI gets OAuth wrong constantly. Missing state parameters, no PKCE, and open redirect URIs are the top 3 mistakes in vibe-coded OAuth flows.
High SEC-001 SEC-007 SEC-016

Clerk vs NextAuth vs Supabase Auth: Which Is Hardest to Break When AI Writes It

Comparing three popular auth providers for AI-coded apps. Which one is most secure by default, and where does AI-generated code break each one?

🚀 Deployment & Infrastructure

Critical SEC-006 CFG-005

Vercel Environment Variables: What Is Actually Safe to Expose and What Is Not

NEXT_PUBLIC_ confusion is universal. Learn which Vercel env vars are safe for the browser and which ones expose your secrets to the world.
Critical SEC-014 GIT-001

GitHub Actions in Vibe-Coded Projects: Secrets Leaking in Workflow Logs

AI-generated GitHub Actions workflows accidentally print secrets to logs via echo, debug mode, and artifact uploads. Here is how to find and fix it.
Critical SEC-002 SEC-006 SEC-014 SEC-001

What Happens When Your Vibe-Coded App Gets Hacked: Real Attack Scenarios

A walkthrough of real attack scenarios against AI-generated apps: from finding exposed keys to full database access in under 10 minutes.

📝 Code Patterns

Critical SEC-002 SEC-010

Prisma in AI-Generated Code: Raw Query Injection and Schema Exposure Risks

Prisma is the ORM of choice for Bolt, Lovable, and Cursor. But AI-generated Prisma code uses $queryRaw unsafely and exposes schema details.
High SEC-001 SEC-004

WebSocket Security in Vibe-Coded Apps: Missing Authentication on Real-Time Connections

AI tools set up WebSocket servers without authentication or origin checks. Learn how to secure real-time connections in your app.
Medium CFG-006 WEB-001

console.log() in Production: How Debug Statements Leak User Data and Secrets

AI-generated code is full of console.log statements that leak user data, tokens, and database queries in production. Here is how to find and remove them.
High SEC-010 SEC-002

Zod vs No Validation: What AI Code Skips and Why It Matters

AI-generated API routes trust all input by default. Learn why Zod schema validation is essential and how to retrofit it into existing endpoints.

💼 Founder & Commercial

High SEC-001 SEC-006 SEC-014 TST-001

Shipping to Investors? Your Vibe-Coded App Needs This Security Check First

Before your demo day or investor pitch, make sure your AI-built app does not have embarrassing security holes that a technical due diligence will find.
High SEC-001 SEC-002 SEC-003 SEC-006 SEC-010

OWASP Top 10 for Vibe Coders: The Plain English Version

The OWASP Top 10 explained for builders who use AI coding tools. No jargon, real examples from Bolt, Lovable, and Cursor-generated code.
Critical SEC-002 SEC-006 SEC-014 GIT-001

How Much Does a Data Breach Cost a Solo Founder? Real Numbers for Indie Hackers

A data breach costs enterprises $4.88M on average. For solo founders, the math is different but the damage can still end your company.
Medium SEC-001 SEC-002 SEC-003 SEC-004 SEC-005

The Vibe Coding Security Glossary: 40 Terms Every Builder Should Know

From XSS to RLS, CSRF to CORS - a plain English glossary of 40 security terms every vibe coder needs to understand.
High SEC-001 SEC-006 SEC-010 SEC-014 TST-001

Before You Launch on Product Hunt: A Security Checklist for AI-Built Apps

Product Hunt launches attract thousands of users and hackers. Run these 10 security checks before your vibe-coded app goes live.
High SEC-001 SEC-014 TST-001 CFG-006

SOC 2 for Startups: Does Your Vibe-Coded App Qualify?

Enterprise customers ask for SOC 2. AI-generated code fails most SOC 2 controls by default. Here is what you need to fix to pass an audit.
High SEC-001 SEC-006 SEC-014 TST-001

Vienna-Based Startup Targets the Billion-Dollar Blind Spot in AI-Generated Code

A startup from Vienna is building tools for the security and quality gap that AI coding platforms created but were never equipped to fix.
Critical SEC-001 SEC-006 SEC-010 SEC-014 TST-001 TRIVY

VibeDoctor Launches Scanner Built for AI-Coded Apps - and the Early Numbers Are Alarming

VibeDoctor scans apps built with Bolt, Lovable, Cursor, and Replit. The data from early scans reveals how unsafe most AI-built apps are before launch.
High SEC-001 SEC-006 SEC-014 TST-001

Solo Founder Ships Production Readiness Platform After Watching AI Coders Ship Broken Apps

The story behind VibeDoctor: built by a solo founder who got frustrated watching vibe-coded apps serve real users with no security scanning, no quality gate, and no production readiness check.
High SEC-001 SEC-002 SEC-006 SEC-010 SEC-014 QUA-014 TRIVY

How to Check AI-Generated Code Before Shipping: The Complete Guide

A step-by-step guide to reviewing and validating code written by Cursor, Bolt, Lovable, Claude Code, or ChatGPT before it goes to production.
High SSL-001 HDR-001 SEC-001 SEC-002 SEC-003 SEC-010 SEC-014 TRIVY

Website Security Checklist for AI-Built Apps: 50 Checks Before You Ship

The security checklist built for vibe coders. Covers everything Bolt, Lovable, and Cursor miss by default - secrets, unprotected APIs, CVEs, and missing headers. Automated + manual.
High SSL-002 HDR-001 SEC-001 TRIVY DEP-008

Website Security Updates for Vibe-Coded Apps: What to Check Every Month

AI tools ship your app but don't maintain it. This is the monthly security update checklist for founders using Bolt, Lovable, Cursor, or Replit - CVEs, headers, certs, and secrets.
High SEC-001 SEC-006 SEC-010 SEC-014 QUA-014

Vibe Coding Best Practices: 12 Rules for Shipping AI-Generated Code

Practical rules for shipping AI-generated code safely. From scanning after every session to checking for hallucinated imports - how to vibe code without the regret.
High SEC-001 SEC-006 SEC-010 SEC-014 TST-001

Is Your AI-Built App Production Ready? The 5-Minute Test

10 quick questions to determine if your vibe-coded app is ready for real users. Answer honestly, fix the gaps, and ship with confidence.
Critical SEC-001 SEC-006 SEC-014 QUA-008 QUA-014 TST-001 HDR-001

The State of Vibe Coding Security in 2026: What Scanning Thousands of AI-Built Apps Reveals

Data from scanning thousands of AI-generated codebases reveals the most common security, quality, and performance issues. The patterns every vibe coder should know.

🤖 AI Comparison & Trending

High SEC-001 SEC-002 SEC-006 SEC-010 SEC-014

Claude, GPT, and Gemini: Which AI Writes the Safest Code?

We compared code generated by Claude, GPT-4, and Gemini across 10 security checks. Here is which model produces the fewest vulnerabilities.
High SEC-001 SEC-002 SEC-014 QUA-014 PERF-001

Connect Your IDE to VibeDoctor MCP to Monitor AI-Generated Code Live

Step-by-step guide to wiring Cursor, VS Code Copilot, Claude Code, or Windsurf to VibeDoctor MCP for real-time code validation as your AI agent writes code.
Critical SEC-001 SEC-006 SEC-014

MCP Servers: Security Risks of AI Tool Integrations You Need to Know

Model Context Protocol lets AI tools access your files, database, and APIs. Here are the security risks most developers overlook.
High SEC-001 SEC-002 SEC-010 QUA-006a TST-001

Vibe Coding in 2026: The State of AI-Generated Code Quality

A data-driven look at how AI-generated code quality has evolved. What improved, what got worse, and what every builder should watch.
High SEC-001 SEC-006 SEC-010 SEC-014 TRIVY

New Tool Catches What SonarQube, Snyk, and CodeRabbit Were Never Built to Find

SonarQube, Snyk, and CodeRabbit were designed for professional engineering teams. VibeDoctor fills the gap they left open for AI-generated apps.
High

Stop Feeding Your Entire Codebase to AI: How Structural Intelligence Saves Tokens

Developers waste thousands of AI tokens per session because they lack codebase visibility. Structural code intelligence cuts token usage and improves AI output quality.
High SEC-001 SEC-002 SEC-006 SEC-014 QUA-014 TRIVY

Best Free Tools to Review AI-Generated Code Before You Ship

Compare the best free tools for reviewing AI-generated code: VibeDoctor, npm audit, ESLint, GitHub code scanning, and Snyk. Find the right tool for vibe-coded apps.
Critical QUA-014 DEP-001

Slopsquatting: When AI-Hallucinated Packages Become Real Malware

Attackers are registering npm packages that AI tools hallucinate. Learn how slopsquatting works, why it targets vibe-coded apps, and how to detect hallucinated imports.
High SEC-001 SEC-006 SEC-010 SEC-014 QUA-006 QUA-008

AI Coding Agents Are Writing Entire Apps - Who's Checking Their Work?

Claude Code, Devin, and Cursor Agent can build entire applications autonomously. But AI agents introduce security and quality issues at scale. Here is what to check.

⚛️ Framework-Specific Guides

Critical SEC-001 SEC-002 SEC-010

Next.js Server Actions Security Pitfalls: What AI Code Gets Wrong

Server Actions look safe because they run on the server. But AI-generated Server Actions skip auth, leak data, and accept unvalidated input.
Critical SEC-001 SEC-006 SEC-010 SEC-013

Supabase Edge Functions: Common Security Mistakes in AI-Generated Code

AI tools generate Supabase Edge Functions with exposed service role keys, no input validation, and missing CORS config. Here is how to fix them.
Critical SEC-001 SEC-006 SEC-010 SEC-014

Stripe Integration Security in AI-Generated Code: Webhook Verification and Price Tampering

AI-generated Stripe code skips webhook signature verification, trusts client-side prices, and exposes secret keys. Here are the critical fixes.

🔬 Product Features

High

Vibe X-Ray: See What Your AI Actually Built

Vibe X-Ray is VibeDoctor's four-level visual code explorer. See modules, files, symbols, and dependencies in your AI-generated codebase - understand what was built before you ship.
Critical SEC-001 SEC-002 SEC-006 SEC-010 SEC-014 QUA-014 TRIVY TST-001

Vibe Check: 129+ Automated Checks for AI-Generated Code

VibeDoctor's Vibe Check runs 129+ automated checks across 15 diagnostic areas - security, performance, code quality, dependencies, and AI-specific patterns. Get a full diagnosis in under 5 minutes.
High SSL-001 HDR-001 WEB-003 WEB-004 WEB-005

Vibe Monitoring: Uptime, Performance, and SSL for Vibe-Coded Apps

VibeDoctor's Vibe Monitoring watches your app's uptime, performance scores, SSL certificates, and security headers. Get alerted before your users notice something is wrong.
High SSL-001 SSL-002 HDR-001 WEB-003 WEB-004

Why Vibe-Coded Apps Crash in Production (And How to Catch It Early)

AI tools ship your app but don't keep it running. SSL expiry, missing headers, degrading performance, and unhandled errors - the production failures unique to vibe-coded apps.
High QUA-006 QUA-008

Your AI-Generated Codebase Is Too Big to Understand - Here's How to Fix That

AI tools generate hundreds of files in a single session. Without structural visibility, you can't maintain, debug, or extend the code. Visual code intelligence changes that.

Don't read about issues - diagnose them.

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