VibeEval — AI Security Testing for AI-Generated Apps

Claude Code Security Scanner - Secure Your AI-Generated Code

Wed, 07 Jan 2026 00:00:00 +0000

Claude Code can generate thousands of lines of code in minutes. Security review can’t keep pace without AI-powered testing.

Figma Make Security Scanner - Secure Your AI-Generated Code

Wed, 07 Jan 2026 00:00:00 +0000

When designs become code, AI makes implicit assumptions about data handling and auth. Those assumptions are often unsafe.

Is Replit Secure? Free Security Scanner for Replit Apps

Wed, 07 Jan 2026 00:00:00 +0000

Replit’s instant deploy is magical — and magically hides exposed keys, missing auth, and injection-ready endpoints.

Bolt.new Security Scanner - Free Vulnerability Check in 2 Minutes

Sat, 14 Jun 2025 00:00:00 +0000

Full-stack AI generates frontend, backend, and database logic in seconds. Security gaps emerge between the layers.

Free Lovable Security Scanner - Find Vulnerabilities in 60 Seconds

Sat, 14 Jun 2025 00:00:00 +0000

Over 1,430 Lovable apps scanned. 5,711 vulnerabilities found. Missing RLS is #1.

Is Base44 Safe? Free Security Scanner for Base44 Apps

Sat, 14 Jun 2025 00:00:00 +0000

Base44’s AI app builder is production-capable with proper security testing — auth, API endpoints, session handling.

V0 Security Scanner - Test Your Vercel V0 Components Free

Sat, 14 Jun 2025 00:00:00 +0000

V0 ships polished React components fast. Validation, state handling, and XSS sanitization get glossed over.

Acunetix Alternative - VibeEval vs Acunetix Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Acunetix has strong DAST with 12K+ checks but charges $4,495+ per target. VibeEval covers unlimited projects with AI-code-aware testing.

Affiliate Program | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

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AI & ML Apps App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build AI wrappers, GPT-powered tools, and ML dashboards faster than ever using Cursor and Bolt. These apps often pass user input directly to LLM APIs, store API keys insecurely, and lack proper rate limiting on expensive AI inference endpoints. A single SSRF or prompt injection can drain your OpenAI credits overnight.

Scan your ai & ml apps application

Relevant regulatory frameworks

AI & ML Apps applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

AI Code Quality vs Security Trade-offs | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Quality Does Not Equal Security

AI-generated code can be functional, readable, and well-tested while remaining critically insecure. High code quality metrics do not indicate secure implementation. Security requires explicit focus and verification.

Speed vs Security

Rapid Prototyping

AI generates working code fast but skips security measures like input validation and authentication

Feature Velocity

Quick feature delivery without proper security review creates technical debt

Time to Market

Pressure to ship fast leads to accepting insecure AI suggestions

AI Code Review Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Never Trust AI-Generated Code Blindly

AI coding assistants produce functional code quickly but lack security expertise. Every line of AI-generated code must be reviewed for vulnerabilities, especially authentication, authorization, and cryptographic operations.

AI Code Review Checklist

Follow these 12 steps to review AI-generated code. Critical items must be verified before merging security-sensitive code.

Verify authentication implementation

Check that all authentication logic uses established libraries, not custom implementations. Verify password hashing, session management, and token generation.

AI Penetration Testing: Complete Guide to Autonomous Security Testing | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why AI Changes Everything

AI penetration testing agents don’t get tired, don’t miss edge cases, and test like real attackers 24/7. They systematically probe every endpoint, test every input, and chain vulnerabilities together – something that would take a human pentester weeks to accomplish manually.

AI Penetration Testing Checklist

Follow these 10 steps for a comprehensive AI-driven penetration test. Critical items address the most commonly exploited vulnerability classes.

Define testing scope

Identify target applications, APIs, cloud infrastructure, and attack surface boundaries for the AI pentest engagement.

AI Pentest for APIs: Automated REST & GraphQL Security Testing | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

APIs Are the #1 Attack Surface

91% of web attacks target API endpoints, and AI-generated backends often skip authorization checks entirely. A single missing auth check can expose your entire database to unauthenticated access.

API Pentest Checklist

Follow these 10 steps to thoroughly pentest your API. Critical items represent the most commonly exploited API attack vectors.

Discover all API endpoints

Crawl documentation, OpenAPI specs, and network traffic to build a complete map of every API endpoint.

AI Pentest for Cloud Infrastructure: AWS, GCP & Azure Security Testing | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Cloud Misconfigurations Cause 80% of Breaches

A single exposed S3 bucket or overly permissive IAM role can compromise your entire infrastructure. Cloud environments are complex, and AI pentest agents systematically check every configuration that humans routinely miss.

Cloud Infrastructure Pentest Checklist

Follow these 10 steps to thoroughly pentest your cloud infrastructure. Critical items represent the most commonly exploited cloud attack vectors.

Audit IAM configurations

Review all IAM roles, policies, and permissions for overly permissive access and privilege escalation paths.

AI Pentest for SaaS Applications: Security Testing for Multi-Tenant Platforms | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Multi-Tenant Bugs Are Business-Ending

A single tenant isolation failure means one customer can access another’s data, destroying trust overnight. These vulnerabilities are notoriously difficult to test manually but are systematically found by AI pentest agents.

SaaS Pentest Checklist

Follow these 10 steps to thoroughly pentest your SaaS application. Critical items represent the most damaging SaaS-specific vulnerability categories.

Test tenant isolation

Verify that one tenant cannot access, modify, or even detect the existence of another tenant’s resources.

AI Pentest for Web Applications: Automated Security Testing for SPAs & AI-Built Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI-Generated Apps Are Especially Vulnerable

Vibe-coded apps from Lovable, Bolt, and Cursor ship with predictable vulnerability patterns that AI pentest agents are trained to find. These tools generate code fast but often skip authentication checks, expose API keys in client bundles, and leave authorization wide open.

Web Application Pentest Checklist

Follow these 10 steps to thoroughly pentest your web application. Critical items represent the most commonly exploited attack vectors.

Map application attack surface

Identify all routes, forms, API calls, and user-facing features that could be targeted by attackers.

AI Pentest vs Traditional Penetration Testing: Full Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

The Best Approach

The smartest security strategy combines AI pentesting for continuous, affordable coverage with annual human penetration tests for complex business logic and creative attack scenarios. AI handles the 95% – humans handle the edge cases.

Head-to-Head Comparison

Where AI Wins

Speed and Turnaround

AI pentest agents deliver results in minutes, not weeks. No scheduling delays, no waiting for consultant availability.

Cost Efficiency

At $19/month, AI pentesting costs a fraction of traditional engagements. Test every sprint, not just once a year.

AI Security Audit for Startups: Affordable Penetration Testing | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Security Is a Startup Killer

60% of startups that suffer a data breach close within 6 months. You cannot afford to skip security testing.

Startup Security Audit Checklist

Follow these 8 steps to secure your startup. Critical items protect against the most common attack vectors targeting early-stage companies.

Identify critical assets

Map your most valuable data, user information, and core business logic that attackers would target.

Run initial AI security scan

Execute a comprehensive AI-powered security scan across your application, APIs, and infrastructure.

AI Security Testing Tools & Scanners | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

No Single Tool Catches Everything

AI-generated code requires a defense-in-depth approach. Use multiple tools covering SAST, DAST, SCA, and secret scanning to maximize vulnerability detection. Manual review remains essential.

Security Testing Setup Checklist

Follow these 12 steps to establish comprehensive security testing. Critical items should be implemented before deploying AI-generated code.

Identify AI-generated code sections

Use version control history and comments to identify which code sections were AI-generated vs human-written.

AI Vulnerability Assessment: Automated Detection & Prioritization | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Not All Vulnerabilities Are Equal

AI assessment distinguishes between theoretical risks and actually exploitable weaknesses, so you fix what matters first.

Vulnerability Assessment Checklist

Follow these 8 steps for comprehensive AI-powered vulnerability assessment. Critical items ensure accurate detection and prioritization.

Configure scan targets

Define the applications, APIs, and infrastructure endpoints that need vulnerability assessment.

Run comprehensive vulnerability scan

Execute a full-scope AI-powered scan covering OWASP Top 10, business logic, and infrastructure vulnerabilities.

AI Wrapper Apps Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI wrapper apps are the hottest category for indie hackers – ChatGPT clones, AI writing tools, image generators, and LLM-powered utilities. Built fast with Cursor and Bolt, these apps often ship with exposed API keys, no rate limiting on expensive inference endpoints, and user inputs passed directly to LLM APIs without sanitization.

Scan your ai wrapper apps for vulnerabilities

Why security matters for ai wrapper apps

AI Wrapper Apps handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to ai wrapper apps.

AI Wrapper Security Case Study - AI & ML | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Solo founder found exposed OpenAI keys and SSRF in a Cursor-built AI tool

The challenge

A solo founder built an AI writing assistant with Cursor in three weeks and launched on Product Hunt. The app wrapped OpenAI and Anthropic APIs with a custom UI, multi-tenant workspaces, and Stripe billing. Usage was growing fast, but the founder noticed unexplained spikes in OpenAI costs. With no security background and no time for a manual audit, they needed to find the problem fast before the API bill drained their runway.

AI-Generated Code Risk Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Risk-Based Security Approach

Not all AI-generated code risks are equal. Understanding both likelihood and impact helps prioritize security efforts. Critical risks with high likelihood require immediate attention before deployment.

Authentication & Access Control Risks

Weak Authentication

Plain text passwords, weak hashing algorithms, or missing authentication checks

Authorization Bypass

Missing permission checks allowing horizontal or vertical privilege escalation

Session Management Flaws

Predictable session tokens, no expiration, or insecure storage

Hardcoded Credentials

API keys, passwords, or tokens embedded directly in source code

API Abuse & Bot Protection for SaaS Apps: Rate Limiting Guide (2026)

Mon, 01 Jan 0001 00:00:00 +0000

The API Abuse Problem for SaaS Startups

SaaS APIs face four primary attack vectors. Credential stuffing uses leaked password databases to try thousands of login combinations per minute. Scraping bots extract your data to build competing products. API key theft happens when keys are exposed in client-side code or public repositories. Cost exploitation targets AI-powered endpoints where each API call costs real money – an attacker can run up thousands of dollars in OpenAI or Anthropic charges in hours.

API Backends Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Every indie hacker app has an API backend – whether it is a Next.js API route, Express server, or Supabase edge function. AI-generated APIs frequently lack input validation, rate limiting, and proper auth, making them vulnerable to injection, unauthorized access, and abuse.

Scan your api backends for vulnerabilities

Why security matters for api backends

API Backends handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to api backends.

API Security Guide for AI-Generated Backends | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Authentication is Not Authorization

AI-generated APIs often verify user identity (authentication) but skip permission checks (authorization). Knowing who the user is does not mean they have permission to access the requested resource. Every endpoint must verify both identity and permissions.

API Security Implementation Checklist

Follow these 12 steps to properly secure your API endpoints. Critical items must be implemented for every API endpoint handling user data.

Require authentication for all endpoints

Verify JWT tokens, API keys, or session cookies on every API request. Never assume client authentication from previous requests.

API Security Testing for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

API Security is Critical

APIs are the backbone of modern applications and a primary attack vector. AI-generated APIs often have broken authorization, excessive data exposure, or missing security controls. Thorough API security testing is essential before launch.

API Security Testing Checklist

Follow these 10 steps to thoroughly test your API security. Critical items should be tested on every API endpoint before production deployment.

API authentication testing

Test authentication mechanisms including JWT validation, API key handling, and OAuth implementation.

Apple vs Vibe Coding: Anything App Removed, Replit and Vibecode Blocked | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

APPLE VS VIBE CODING

Apple removed Anything – a $100M vibe coding app – from the App Store and blocked updates for Replit and Vibecode. Here

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Authorization Patterns and Access Control | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Authorization Must Be Checked on Every Request

AI-generated code often performs authentication once at login but skips authorization checks on individual resource access. Just because a user is logged in does not mean they have permission to access every resource. Every API endpoint must verify the user has permission to perform the requested operation on the specific resource.

Authorization Implementation Checklist

Follow these 12 steps to properly implement authorization. Critical items must be verified on every API endpoint that accesses user data.

Automated Security Testing for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Shift Security Left

Automated security testing catches vulnerabilities early in the development process when they are cheapest to fix. Waiting until manual security reviews or production deployment dramatically increases remediation costs and risk.

Automated Testing Implementation Checklist

Follow these 10 steps to build comprehensive automated security testing. Critical items should be implemented before deploying to production.

Define security test scope

Identify critical user flows, API endpoints, and features that require automated security testing.

Base44 Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Base44

Step-by-step security guide.

Is Base44 Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Base44 application automatically.

Base44 Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Base44 enables rapid app development with AI. Like other vibe coding platforms, the speed of development can lead to security oversights that need to be addressed before production.

Enter your Base44 app URL

Common vulnerabilities we find in Base44 apps

These are the most frequent security issues discovered in Base44 applications. VibeEval automatically tests for all of these and more.

Unauthenticated API Endpoints

API routes generated by AI often lack proper authentication middleware.

Best Burp Suite Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Burp Suite is the industry standard for penetration testing but requires security expertise and manual configuration. VibeEval is built for developers who want automated security testing without needing to become pentesters. Choose Burp Suite if you’re a security professional doing manual assessments. Choose VibeEval if you’re a developer who wants automated, developer-friendly security testing.

Why Developers Look for Burp Suite Alternatives

Burp Suite (The leading toolkit for web security testing) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Contrast Security Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Contrast Security offers unique instrumented testing but requires agents, has language limitations, and is enterprise-priced. VibeEval provides agentless security testing that works with any stack at startup-friendly pricing. Choose Contrast if you need IAST for Java/.NET enterprise apps. Choose VibeEval if you want comprehensive testing without runtime agents or enterprise costs.

Why Developers Look for Contrast Security Alternatives

Contrast Security (Runtime application security) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best CyberChief Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

CyberChief offers decent API security with transparent pricing but isn’t optimized for vibe coding workflows. VibeEval is built specifically for AI-generated applications at a lower price point. Choose CyberChief if API security and CSPM are your primary concerns. Choose VibeEval if you’re building with AI tools and need fast, affordable security testing.

Why Developers Look for CyberChief Alternatives

CyberChief (AI-driven web and API security) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Fortify Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Fortify offers deep enterprise SAST but costs $30K+/year and requires significant expertise. VibeEval provides the security testing vibe coders need at 0.06% of the cost with instant results. Choose Fortify if you’re a large enterprise with dedicated AppSec team. Choose VibeEval if you want fast, affordable security testing designed for how developers actually work.

Why Developers Look for Fortify Alternatives

Fortify (Enterprise application security testing) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best GitLab Security Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

GitLab Security is convenient if you’re on GitLab Ultimate but security features are not best-in-class. VibeEval offers deeper security testing optimized for vibe coding without platform lock-in. Choose GitLab Security if you’re on GitLab Ultimate and want integrated security. Choose VibeEval if you want comprehensive security testing that works with any platform.

Why Developers Look for GitLab Security Alternatives

GitLab Security (DevSecOps built into GitLab) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best GuardRails Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

GuardRails offers great developer experience and PR feedback but lacks DAST and isn’t built for AI-generated code. VibeEval provides comprehensive security testing including runtime testing, optimized for vibe coding workflows. Choose GuardRails if you want lightweight PR-based SAST for traditional codebases. Choose VibeEval if you need full security coverage for AI-built applications.

Why Developers Look for GuardRails Alternatives

GuardRails (Real-time security feedback for developers) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Nessus Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Nessus excels at infrastructure vulnerability scanning but web app testing is a secondary feature. VibeEval is built specifically for web application security with modern development workflows in mind. Choose Nessus if you need infrastructure vulnerability scanning. Choose VibeEval if you’re focused on securing web applications and AI-generated code.

Why Developers Look for Nessus Alternatives

Nessus (Vulnerability assessment solution) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best OWASP ZAP Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

OWASP ZAP is a capable free scanner but requires configuration expertise and has higher false positives. VibeEval offers turnkey security testing with AI-powered accuracy at an affordable price. Choose ZAP if you have security expertise and zero budget. Choose VibeEval if you want reliable, easy-to-use security testing with proper support.

Why Developers Look for OWASP ZAP Alternatives

OWASP ZAP (Free and open source web app scanner) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Qualys Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Qualys is an enterprise vulnerability management platform where web scanning is one of many features. VibeEval is laser-focused on web application security for modern developers. Choose Qualys if you’re an enterprise needing a unified security platform. Choose VibeEval if you want affordable, focused web app security testing.

Why Developers Look for Qualys Alternatives

Qualys (Cloud-based security and compliance) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Rainforest QA Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Rainforest QA is an excellent no-code QA testing platform but has zero security testing capabilities. VibeEval is purpose-built for security vulnerability detection. Choose Rainforest QA for functional test automation. Choose VibeEval if you need to find security vulnerabilities in your vibe-coded application.

Why Developers Look for Rainforest QA Alternatives

Rainforest QA (AI-powered no-code QA testing) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Rapid7 InsightAppSec Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Rapid7 InsightAppSec offers solid DAST but requires enterprise budgets and separate products for full coverage. VibeEval delivers complete web app security testing at a fraction of the cost. Choose Rapid7 if you’re enterprise and already in their ecosystem. Choose VibeEval if you want comprehensive, affordable security testing without enterprise complexity.

Why Developers Look for Rapid7 InsightAppSec Alternatives

Rapid7 InsightAppSec (Dynamic application security testing) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Rock Smith Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Rock Smith is an impressive AI-powered QA platform but offers only basic security fuzzing. VibeEval is purpose-built for security with comprehensive vulnerability detection. Choose Rock Smith for AI-assisted functional and accessibility testing. Choose VibeEval for dedicated security scanning of your vibe-coded application.

Why Developers Look for Rock Smith Alternatives

Rock Smith (AI-powered black box QA testing) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best SAST Tools for AI-Generated Code: Snyk vs Semgrep vs Checkmarx (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Why AI-Generated Code Needs Specialized SAST

AI coding tools like Cursor, Copilot, and Bolt.new generate code at 10-50x the speed of manual development. This creates three problems for security scanning: volume overwhelms traditional scanners, AI-specific patterns (like hardcoded example credentials left in production code) are missed by default rulesets, and the iteration speed means vulnerabilities ship faster than teams can review.

Common AI code issues include exposed API keys in client-side bundles, missing input validation on generated forms, insecure default configurations, and overly permissive CORS headers. A SAST tool that works for AI code must scan fast, support custom rules, and integrate into CI so issues are caught before merge.

Best SecureScan.dev Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

SecureScan.dev offers affordable one-time security scans but lacks continuous monitoring and IDOR testing. VibeEval provides ongoing security coverage with comprehensive testing. Choose SecureScan.dev for budget one-time checks. Choose VibeEval for continuous security testing throughout your development lifecycle.

Why Developers Look for SecureScan.dev Alternatives

SecureScan.dev (Quick and affordable security scans) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best SecureVibing Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

SecureVibing offers good Supabase-specific scanning but lacks code analysis and authorization testing. VibeEval provides comprehensive security coverage including IDOR detection and works with any backend. Choose SecureVibing if you only need Supabase RLS checks. Choose VibeEval if you want complete security testing for your vibe-coded application.

Why Developers Look for SecureVibing Alternatives

SecureVibing (Security scanner for AI-built apps) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Security Scanners for JavaScript, React & Node.js (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Why JavaScript Apps Need Specialized Scanners

JavaScript and its ecosystem have unique security characteristics that generic SAST tools handle poorly. Prototype pollution – where attackers modify Object.prototype to inject properties across an entire application – is a class of vulnerability that barely exists outside JavaScript. Tools built for Java or C simply do not have rules for it.

React introduces its own surface area. The dangerouslySetInnerHTML prop is the most obvious vector for XSS, but subtler issues exist: unescaped URL parameters in href attributes can enable javascript: protocol attacks, and server-side rendering with unsanitized data creates hydration-based XSS that client-only scanners miss entirely.

Best Semgrep Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Semgrep is excellent for fast SAST with custom rules but lacks DAST and runtime testing. VibeEval offers complete security coverage optimized for AI-generated code. Choose Semgrep if you want lightweight SAST with custom rules. Choose VibeEval if you need comprehensive security testing for vibe-coded applications.

Why Developers Look for Semgrep Alternatives

Semgrep (Lightweight static analysis for developers) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best SonarQube Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

SonarQube excels at code quality analysis but security is a secondary feature with no DAST. VibeEval is security-first with comprehensive testing for AI-generated code. Choose SonarQube if code quality is your primary concern. Choose VibeEval if you need complete security coverage for your web applications.

Why Developers Look for SonarQube Alternatives

SonarQube (Code quality and security platform) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Sqreen Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Sqreen focuses on runtime protection after deployment, but doesn’t help you find vulnerabilities before launch. VibeEval catches security issues during development so you can catch vulnerabilities before shipping. Choose Sqreen if you need runtime threat blocking for production. Choose VibeEval if you want to find and fix vulnerabilities before they reach production.

Why Developers Look for Sqreen Alternatives

Sqreen (Runtime application protection) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best SupaExplorer Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

SupaExplorer offers great API key detection with a convenient browser extension but lacks comprehensive security testing. VibeEval provides full DAST, IDOR detection, and works beyond just API keys. Choose SupaExplorer for quick API key leak checks. Choose VibeEval for complete security testing of your vibe-coded application.

Why Developers Look for SupaExplorer Alternatives

SupaExplorer (API key leak detection and database security) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Supascan Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Supascan is a focused Supabase security scanner but only works with Supabase and lacks code analysis. VibeEval offers complete security testing for any stack including IDOR detection. Choose Supascan if you only use Supabase and need basic API key checks. Choose VibeEval for comprehensive security testing across your entire application.

Why Developers Look for Supascan Alternatives

Supascan (Security scanning for Supabase apps) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Vibe App Scanner Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Vibe App Scanner offers solid one-time scans for AI-built apps but charges per scan and lacks continuous monitoring. VibeEval provides unlimited scanning at $19/month with ongoing security coverage. Choose Vibe App Scanner for occasional pre-launch checks. Choose VibeEval if you want continuous security testing throughout development.

Why Developers Look for Vibe App Scanner Alternatives

Vibe App Scanner (Security scanning for AI-built apps) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Best Vibeship Scanner Alternatives 2026 - Feature & Pricing Comparison

Mon, 01 Jan 0001 00:00:00 +0000

TL;DR

Vibeship Scanner is a great free tool for public repo SAST but cannot test private code or deployed applications. VibeEval provides comprehensive testing including DAST, IDOR detection, and works with private projects. Choose Vibeship for free open-source code scanning. Choose VibeEval for complete security testing of your actual deployed application.

Why Developers Look for Vibeship Scanner Alternatives

Vibeship Scanner (Free security scanner for vibe coders) is a well-known player in application security. However, many developers find themselves searching for alternatives due to common pain points:

Billing SaaS Security Case Study - Fintech | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Two-person team found a transaction replay bug in their Cursor-built billing tool

The challenge

A two-person team built a subscription billing tool with Cursor for indie SaaS founders who wanted an alternative to Stripe Billing’s complexity. The app managed recurring payments, invoicing, and revenue analytics for 150 SaaS products. When a customer reported duplicate charges on their subscribers, the co-founders realized they had a transaction integrity problem but no security expertise to diagnose it.

Blog Platforms Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build blogs, newsletter sites, and content platforms to drive SEO traffic. Vibe-coded blogs often lack content sanitization, publishing auth, and anti-spam measures – leaving them vulnerable to XSS through comments, author impersonation, and content manipulation.

Scan your blog platforms for vulnerabilities

Why security matters for blog platforms

Blog Platforms handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to blog platforms.

Bolt Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items (marked in red) before deploying to production.

How to Secure Bolt

Step-by-step security guide.

Is Bolt Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Bolt app automatically.

Bolt.new & Base44 Tech Stack: Architecture & Security Guide (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Bolt.new Tech Stack Overview

Bolt.new is built on StackBlitz WebContainer technology, which runs a full Node.js environment directly in the browser. This means code compilation, bundling, and preview all happen client-side without a remote server. The AI generates React, Next.js, Vite, or plain Node.js projects, and the WebContainer executes them in real-time so you can see changes instantly.

Bolt.new supports npm package installation, file system operations, and terminal commands – all within the browser sandbox. For backend functionality, most Bolt.new apps integrate with Supabase (database, auth, storage) or use serverless API routes deployed alongside the frontend.

Bolt.new Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Bolt.new creates full-stack applications with various backends. The speed of development often means security is an afterthought, leading to common vulnerabilities in authentication, data access, and API security.

Enter your Bolt.new app URL

Common vulnerabilities we find in Bolt.new apps

These are the most frequent security issues discovered in Bolt.new applications. VibeEval automatically tests for all of these and more.

Insecure API Endpoints

Auto-generated API routes often lack proper authentication checks, allowing unauthorized access to sensitive operations.

Bolt.new vs Lovable Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

BOLT VS LOVABLE SECURITY

Bolt.new vs Lovable security compared. Database exposure, API key leaks, authentication, and deployment risks analyzed side by side.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Bubble Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Bubble

Step-by-step security guide.

Is Bubble Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Bubble app automatically.

Checkmarx Alternative - VibeEval vs Checkmarx Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Checkmarx is the enterprise AppSec standard — but costs $35K+/year and needs dedicated security staff. VibeEval scales down without losing depth.

CI/CD Security Guide for GitHub Actions | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CI/CD Is a Prime Attack Vector

GitHub Actions workflows often have access to production secrets and deployment permissions. AI-generated workflows frequently hardcode credentials, use unpinned actions, and grant excessive permissions, making them targets for supply chain attacks and credential theft.

GitHub Actions Security Checklist

Follow these 12 steps to secure your CI/CD pipeline. Critical items prevent credential theft and supply chain attacks.

Use GitHub Actions secrets

Store all sensitive values in encrypted GitHub secrets instead of hardcoding in workflow YAML files.

Claude Code Agent Security Patterns | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Terminal Access Risks

Claude Code executes shell commands directly in your terminal environment. This means it inherits your shell configuration, environment variables, PATH, and any credentials available in your session. Unlike browser-based AI tools that operate in an isolated sandbox, Claude Code runs with the same privileges as your user account.

The practical implication is that Claude Code can read SSH keys, access cloud provider credentials stored in ~/.aws or ~/.gcloud, and interact with any service your terminal can reach. While Claude Code requests permission before executing commands, the approval step must be taken seriously. A command like curl -s https://example.com/script.sh | bash should be examined carefully before approval, just as it would be if a colleague suggested running it.

Claude Code Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Claude Code

Step-by-step security guide.

Is Claude Code Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Claude Code generated code automatically.

Claude Code Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code helps developers write code with AI assistance. While Claude is trained to be helpful and safe, the generated code still needs security validation for production use.

Enter your Claude Code app URL

Common vulnerabilities we find in Claude Code apps

These are the most frequent security issues discovered in Claude Code applications. VibeEval automatically tests for all of these and more.

AI Suggestion Vulnerabilities

Code suggestions may contain security issues that need human review.

CMS Platforms Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build custom CMS tools, headless content platforms, and publishing systems with AI coding tools. These vibe-coded CMS apps often ship with content injection vulnerabilities, exposed admin panels, and unrestricted file uploads that let attackers deface your site or gain server access.

Scan your cms platforms for vulnerabilities

Why security matters for cms platforms

CMS Platforms handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to cms platforms.

Code Security Scanning for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Scan Early and Often

AI-generated code can introduce security vulnerabilities that traditional code reviews miss. Static analysis catches common security flaws before they reach production, but requires proper configuration to avoid overwhelming developers with false positives.

Code Scanning Implementation Checklist

Follow these 10 steps to implement effective code security scanning. Critical steps should be completed before processing production code.

Choose SAST tool

Select a static analysis security testing tool that supports your programming languages and frameworks.

Common Vibe Coding Security Flaws (With Code Examples) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI-generated code can introduce serious security vulnerabilities. This guide explores the most common flaws and provides practical prevention strategies to protect your applications from potential threats.

Key Statistics: After scanning 1,430+ AI-built applications, we found 5,711 security vulnerabilities. Missing Row Level Security is the #1 issue. 92% of vulnerabilities are preventable with proper scanning and code review.

Common Security Vulnerabilities

These vulnerabilities appear frequently in AI-generated code and can have serious consequences if left unaddressed.

Community Platforms App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build forums, Discord alternatives, membership communities, and niche social platforms. Community apps handle user-generated content, private messages, and member data. XSS through user posts, broken access controls on private channels, and account takeover are the vulnerabilities that can turn your community toxic overnight.

Scan your community platforms application

Relevant regulatory frameworks

Community Platforms applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

Community Platforms Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Community platforms – forums, Discord alternatives, membership sites, and niche social networks – are a growing indie hacker category. These apps handle user-generated content, private messages, and member payment data. XSS through user posts, broken access controls on private channels, and account takeover are the vulnerabilities that can destroy member trust.

Scan your community platforms for vulnerabilities

Why security matters for community platforms

Community Platforms handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to community platforms.

Complete AI Code Vulnerability Taxonomy | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI-Generated Code Patterns

AI coding tools excel at generating functional code quickly but often miss security nuances. They may produce syntactically correct code with critical vulnerabilities, especially around authentication, input validation, and cryptography.

Injection Vulnerabilities

SQL Injection

Unparameterized queries with user input directly concatenated into SQL statements

NoSQL Injection

MongoDB or other NoSQL queries vulnerable to operator injection attacks

Command Injection

Shell commands constructed with unsanitized user input

LDAP Injection

LDAP queries built with unvalidated external data

Compliance-Ready Penetration Testing: SOC 2, GDPR & HIPAA Reports | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Compliance Without Security Is Theater

Checking boxes on a compliance form without real security testing leaves you exposed. AI pentesting delivers both real security and compliance evidence.

Compliance Pentest Checklist

Follow these 8 steps for compliance-ready penetration testing. Critical items are required for most audit frameworks.

Identify applicable compliance frameworks

Determine which standards apply to your business: SOC 2, GDPR, HIPAA, PCI DSS, or ISO 27001.

Map security controls to requirements

Align your existing security controls with specific compliance framework requirements and identify gaps.

Continuous Penetration Testing: Why Annual Pentests Are Dead | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

The Annual Pentest Trap

Attackers don’t wait for your annual pentest schedule – your security testing shouldn’t either. Between annual tests, you could deploy hundreds of changes, each potentially introducing critical vulnerabilities that go undetected for months.

Continuous Pentesting Implementation Checklist

Follow these 8 steps to replace annual pentests with continuous AI-powered penetration testing. Critical items should be implemented first.

Set up daily automated scans

Configure AI pentest agents to run comprehensive security scans every day, covering all critical application surfaces.

Course Platform Security Case Study - EdTech | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Three-person team found an exposed admin panel in their Lovable + Supabase course platform

The challenge

A three-person team built an online course platform with Lovable and Supabase that hosted courses for 30 independent creators. The platform handled student enrollments, video hosting, payment processing, and creator payouts. A creator reported that their paid course content was accessible without a subscription. The team suspected more issues but had no security testing experience and needed answers fast before creators lost trust.

Creator Economy App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Solo founders build tools for creators: newsletter platforms, course marketplaces, digital product stores, and membership sites. These apps handle creator payouts, subscriber payment data, and content that creators depend on for their livelihood. A security flaw does not just affect you, it affects every creator on your platform.

Scan your creator economy application

Relevant regulatory frameworks

Creator Economy applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

Cursor AI Security Risks Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Cursor’s Unique Risk Profile

Cursor’s full codebase awareness and multi-file editing capabilities create unique security challenges. While these features accelerate development, they also increase risk surface area and require more vigilant security review.

Code Generation Risks

Full Codebase Context Exposure

Cursor indexes entire codebase, potentially sending more sensitive context to servers than Copilot

Multi-file Edit Risks

Simultaneous changes across files can introduce inconsistent security implementations

Composer Mode Vulnerabilities

Large-scale code generation in Composer may create entire vulnerable modules without review

Cursor Composer Security: Risks and Best Practices | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Multi-File Edit Risks

Composer’s ability to edit multiple files simultaneously is its defining feature, but it also creates a unique review challenge. A single Composer prompt can touch authentication middleware, route definitions, database queries, and frontend components in one operation. When these changes span security boundaries, reviewing them as a coherent unit becomes essential but difficult.

The specific danger is inconsistent security state across files. Composer might add a new API endpoint in the route file but miss the corresponding authentication guard, or update a database schema without updating the input validation layer. These cross-file inconsistencies are the kind of vulnerability that static analysis tools often miss because each file appears correct in isolation.

Cursor Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Cursor

Step-by-step security guide.

Is Cursor Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your application automatically.

Cursor Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Cursor helps developers write code faster with AI assistance. While powerful, AI-generated code can introduce security vulnerabilities that experienced developers would avoid. VibeEval helps catch these issues.

Enter your Cursor app URL

Common vulnerabilities we find in Cursor apps

These are the most frequent security issues discovered in Cursor applications. VibeEval automatically tests for all of these and more.

Insecure Dependencies

AI may suggest outdated or vulnerable npm packages without awareness of known CVEs.

Cursor vs Claude Code Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CURSOR VS CLAUDE CODE SECURITY

Side-by-side security comparison of Cursor and Claude Code. Data privacy, agent capabilities, filesystem access, and enterprise features compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Cursor vs Cline Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CURSOR VS CLINE SECURITY

Side-by-side security comparison of Cursor and Cline AI coding agents. Data privacy, agent capabilities, code generation risks, and access control compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Cursor vs Devin Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CURSOR VS DEVIN SECURITY

Side-by-side security comparison of Cursor and Devin AI coding tools. Autonomy risks, data privacy, access control, and code generation security compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Data Encryption Guide for Sensitive Data | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Encryption Requires Proper Key Management

Encryption is only as secure as your key management. Hardcoded keys, keys stored in environment files, or keys accessible to developers completely undermine encryption. Always use dedicated key management services like AWS KMS, Google Cloud KMS, or HashiCorp Vault.

Data Encryption Implementation Checklist

Follow these 12 steps to properly encrypt sensitive data. Critical items address vulnerabilities that may be relevant to GDPR, HIPAA, and SOC2 frameworks.

Database Security Best Practices | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Database Security is Multi-Layered

Secure databases require multiple layers of protection: authentication, authorization, encryption, input validation, and monitoring. No single control provides complete security. These principles apply regardless of database technology.

Access Control

Principle of Least Privilege

Grant minimum necessary permissions. Application database users should not have DROP, ALTER, or GRANT privileges.

Implementation:

Create separate roles for read-only, read-write, and admin operations

Default Deny

Start with no access and explicitly grant permissions. Use allowlists instead of denylists for security rules.

Detectify Alternative - VibeEval vs Detectify Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Detectify is great at external attack surface management. VibeEval tests your app inside the dev workflow — pre-deploy plus production.

Devin Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Devin Apps

Step-by-step security guide.

Is Devin Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Devin-built application automatically.

Devin Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Devin is an AI that can build entire applications autonomously. While impressive, the code it generates needs human security review to catch issues the AI may not recognize.

Enter your Devin app URL

Common vulnerabilities we find in Devin apps

These are the most frequent security issues discovered in Devin applications. VibeEval automatically tests for all of these and more.

Autonomously Generated Vulnerabilities

AI-generated code may include vulnerabilities that humans would typically avoid.

Directory Sites Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Directory sites are a proven indie hacker business model – tool directories, job boards, startup listings, and niche aggregators. Built fast with AI tools, these apps often ship with exposed admin panels, missing input validation on user-submitted listings, and scraping vulnerabilities that let competitors clone your entire database.

Scan your directory sites for vulnerabilities

Why security matters for directory sites

Directory Sites handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to directory sites.

Docker Security Basics for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI-Generated Dockerfiles Are Often Insecure

AI code generators frequently create Dockerfiles that run as root, use outdated base images, include unnecessary build tools in production, and bake secrets into images. These misconfigurations lead to container escapes, credential theft, and compromised deployments.

Docker Security Checklist

Follow these 12 steps to secure your Docker containers. Critical items prevent the most common container security vulnerabilities.

Use official and minimal base images

Start from official images like node:alpine or python:slim instead of full OS images to reduce attack surface.

E-commerce & Retail App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build Shopify apps, dropshipping stores, and niche e-commerce platforms with AI coding tools. These apps handle payment data and customer information from day one. Price tampering, cart manipulation, and exposed Stripe keys are the vulnerabilities that can drain your revenue before you even notice.

Scan your e-commerce & retail application

Relevant regulatory frameworks

E-commerce & Retail applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

E-commerce Apps Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers ship Shopify apps, Gumroad storefronts, and custom e-commerce sites with Lovable and Bolt every day. These vibe-coded stores often ship with price tampering, cart manipulation, and payment data exposure that put your revenue at risk. VibeEval catches the vulnerabilities AI coding leaves behind.

Scan your e-commerce apps for vulnerabilities

Why security matters for e-commerce apps

E-commerce Apps handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to e-commerce apps.

EdTech App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build course platforms, tutoring marketplaces, and learning apps that store student data, payment info, and course content. EdTech apps built with AI tools often ship with broken access controls that let students see other students data or access paid courses for free.

Scan your edtech application

Relevant regulatory frameworks

EdTech applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

Common app types in edtech

Industry-specific vulnerabilities

Student Record Access Control Bypass

Broken authorization lets students view other students grades, progress, or personal information by changing record IDs in API requests.

Enable Leaked Password Protection in Lovable - Step-by-Step Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why This Matters for Lovable Apps

Lovable’s default Supabase auth ships without leaked-password protection. That means a user can sign up with password123 or qwerty or — worse — a password they reused from a breached service. Attackers don’t guess; they replay credentials from public dumps.

In apps scanned by VibeEval, roughly 40% of user accounts could be accessed via credential stuffing against known-leaked passwords.

The Fix (2 Minutes)

Open the Supabase dashboard for your Lovable project
Navigate to Authentication → Policies (or Providers → Email)
Find “Password policy” or “Leaked password protection”
Toggle Enable leaked password protection on
Save
(Optional) Set minimum password length (recommend 10+)

That’s it. Every new signup and password change is now checked against HaveIBeenPwned at the API level.

Environment Variables Security for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI Often Hardcodes Secrets

AI code generators frequently embed API keys directly in source code or commit .env files to git. These secrets end up public on GitHub, leading to stolen credentials, unauthorized access, and massive cloud bills within hours of deployment.

Environment Variables Security Checklist

Follow these 12 steps to secure your secrets. Critical items prevent immediate credential theft and unauthorized access.

Never commit secrets to git

Add .env files to .gitignore and verify no API keys, tokens, or passwords are in version control history.

Figma Make Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Figma Make

Step-by-step security guide.

Is Figma Make Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Figma Make application automatically.

Figma Make Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Figma Make generates functional applications from Figma designs. The focus on visual fidelity can mean security considerations are secondary in the generated code.

Enter your Figma Make app URL

Common vulnerabilities we find in Figma Make apps

These are the most frequent security issues discovered in Figma Make applications. VibeEval automatically tests for all of these and more.

Client-Side Only Validation

Form validation in client code only, without server-side checks.

Fintech Applications Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers building subscription billing tools, payment dashboards, and budgeting apps handle real money from day one. Vibe-coded fintech apps often lack transaction integrity checks and fraud prevention – a single race condition can let attackers duplicate transactions.

Scan your fintech applications for vulnerabilities

Why security matters for fintech applications

Fintech Applications handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to fintech applications.

Firebase Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Firebase

Step-by-step security guide.

Is Firebase Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Firebase app automatically.

Firebase Security Rules Guide 2026 - Fix Common Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Test Mode Rules Expire After 30 Days

Firebase projects created in test mode use allow read, write: if true rules that expire after 30 days. AI-generated projects often forget to replace these with proper security rules, leaving databases vulnerable or inaccessible after expiration.

Firebase Security Rules Implementation Checklist

Follow these 12 steps to properly implement Firebase security rules. Critical items must be completed for every collection and storage bucket.

Secure Firestore collections with rules

Replace allow read, write: if true with proper authentication checks. Default Firebase rules allow unrestricted access to all data.

Firebase Studio

Mon, 01 Jan 0001 00:00:00 +0000

FIREBASE STUDIO

Coverage of Firebase Studio.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Firebase Studio Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Firebase Studio combines Firebase infrastructure with AI-assisted development. Firebase provides robust security features, but they must be properly configured to be effective.

Enter your Firebase Studio app URL

Common vulnerabilities we find in Firebase Studio apps

These are the most frequent security issues discovered in Firebase Studio applications. VibeEval automatically tests for all of these and more.

Misconfigured Firestore Rules

Security rules that are too permissive or missing entirely expose your database.

Firebase vs Convex Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

FIREBASE VS CONVEX SECURITY

Side-by-side security comparison of Firebase and Convex. Data security, authentication, real-time security, and infrastructure compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Fly.io Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Fly.io

Step-by-step security guide.

Is Fly.io Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Fly.io deployment automatically.

Framer Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Framer

Step-by-step security guide.

Is Framer Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Framer site automatically.

Free API Token Leak Checker - Scan Your Code for Exposed Keys | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Token Leaks Happen to AI-Generated Apps

AI coding tools frequently import client SDKs directly into your frontend. That pattern works — but it ships your API key to every visitor. Keys you thought were “safe for the client” (Stripe publishable, Supabase anon) are still abuse surfaces. Keys you didn’t mean to ship (OpenAI, Anthropic, server secrets) are catastrophic.

What the Scanner Checks

FIREBASE / FIRESTORE

API keys, project IDs, service account JSONs accidentally bundled.

Free Cursor Security Scanner - Find Vulnerabilities in 60 Seconds

Mon, 01 Jan 0001 00:00:00 +0000

Test Your Cursor Project Now

Enter your deployed app URL to check for security vulnerabilities in Cursor-generated code

Quick fact: Cursor’s Composer can edit dozens of files in a single operation. Without careful review, a single AI-generated change can introduce vulnerabilities across your entire codebase.

The Speed-Security Trade-off in Cursor

Cursor is one of the most powerful AI code editors available. Between Composer’s multi-file edits and agent mode’s autonomous coding, you can ship features in minutes that would normally take days. But that speed comes with a hidden cost.

Free Firebase Security Scanner - Check Firestore Rules & Config | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Firebase Gets Left Open

Firebase quickstarts ship with allow read, write: if true; in the rules file. AI-generated apps inherit that pattern and deploy to production. The dashboard shows everything works. The scanner shows anyone on the internet can read your entire users collection.

What Gets Tested

FIRESTORE RULES

Per-collection read/write tests. Flags anon-readable sensitive data.

CLOUD STORAGE

Bucket-level access. Lists files that anyone can download.

CLOUD FUNCTIONS

HTTP triggers accessible without authentication or rate limits.

Free Firebase Studio Security Scanner - Find Vulnerabilities in 60 Seconds

Mon, 01 Jan 0001 00:00:00 +0000

FIREBASE STUDIO SECURITY SCANNER

Scan apps built with Firebase Studio for security flaws instantly. 13 AI agents test for misconfigured Firestore rules, exposed credentials, and broken auth. No signup required.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Free GEO Calculator - Optimize Your Content for AI & LLMs | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why GEO Matters Now

When users ask ChatGPT, Perplexity, or Google SGE a question, they don’t get 10 blue links — they get one synthesized answer with a few citations. If your content isn’t in those citations, it doesn’t exist to that user. GEO is what gets you cited.

What the Calculator Scores

STRUCTURE

H1/H2/H3 hierarchy, list usage, table format. LLMs love clear structure.

EXTRACTABILITY

Facts, numbers, definitions presented in citation-ready form.

Free GitHub Copilot Security Scanner - Find Vulnerabilities in 60 Seconds

Mon, 01 Jan 0001 00:00:00 +0000

GITHUB COPILOT SECURITY SCANNER

Scan code built with GitHub Copilot for security flaws instantly. 13 AI agents test for injection vulnerabilities, insecure patterns, and exposed secrets. No signup required.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Free Node.js Security Scanner - Find Vulnerabilities in Your App | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Node.js Apps Need Runtime Testing

Static analysis catches half the problem. The other half only appears when the app is running: what headers does the server send? Which routes skipped requireAuth? What does /error actually return when you send malformed JSON?

What Gets Scanned

DEPENDENCIES

CVEs across every npm package, ranked by exploitability.

EXPRESS CONFIG

Helmet coverage, CORS permissiveness, body-parser limits, cookie flags.

RATE LIMITING

Brute-force detection on login, reset, and API routes.

Free Security Headers Checker - Test HTTP Headers & CORS | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Headers Matter

HTTP security headers are the last line before the browser. A missing X-Frame-Options means clickjacking is possible. Missing Strict-Transport-Security means your users’ first request can be intercepted. Permissive CORS means other sites can read your authenticated responses.

The Grade Card

Each header gets scored Pass / Warn / Fail with specific guidance:

STRICT-TRANSPORT-SECURITY

Prevents protocol downgrade. Need `max-age=31536000; includeSubDomains; preload`.

CONTENT-SECURITY-POLICY

The big one. Blocks XSS, inline scripts, sketchy origins.

Free Supabase RLS Checker - Test Row Level Security Policies | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why This Is the #1 Lovable/Bolt Vulnerability

Lovable and Bolt both default to Supabase. Supabase tables are created with RLS disabled by default. The AI scaffolds your app, data flows, everything works in preview — and in production, every row in users, orders, messages, documents is readable by anyone with a browser console.

We see this in roughly 85% of scanned Lovable apps.

What the Checker Does

Discovers the Supabase project from your frontend config
Enumerates public tables via the REST API
Probes each table with an anon read, checking for:
- Unrestricted read (critical)
- Unrestricted write/delete (critical)
- Missing user-scoped policy (high)
- Over-permissive policy (medium)
Reports each finding with exact SQL to fix

Common Finding Types

TABLE FULLY PUBLIC

Anon key reads every row. Critical. Most common finding.

Free Vibe Code Scanner - Security Scan for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

The Vibe-Coded App Security Checklist

AI coding tools have a family of recurring gaps. This scanner tests for all of them in one pass:

Missing Row Level Security on Supabase / Firebase tables
Exposed API keys in the frontend bundle
Auth flows that check the user but skip role/permission checks
CORS set to * on endpoints that return sensitive data
Debug routes that shipped to production
Public storage buckets
Inline scripts that force permissive CSP

What the Scanner Detects

EXPOSED CREDENTIALS

API keys, OAuth secrets, JWT secrets loaded in your frontend.

Free Windsurf Security Scanner - Find Vulnerabilities in 60 Seconds

Mon, 01 Jan 0001 00:00:00 +0000

WINDSURF SECURITY SCANNER

Scan code built with Windsurf (Codeium) for security flaws instantly. 13 AI agents test for exposed secrets, broken auth, and insecure API patterns. No signup required.

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Frontend Security Testing for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Frontend Security Matters

AI-generated frontend code often exposes sensitive data in client-side code, trusts client-side validation, or creates XSS vulnerabilities. Frontend security testing is essential because attackers have full access to inspect and manipulate client-side code.

Frontend Security Testing Checklist

Follow these 10 steps for comprehensive frontend security testing. Critical items must be tested before deploying client-facing applications.

XSS vulnerability testing

Test all input fields and dynamic content rendering for reflected, stored, and DOM-based XSS vulnerabilities.

GitHub Copilot Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure GitHub Copilot

Step-by-step security guide.

Is GitHub Copilot Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Copilot-generated code automatically.

GitHub Copilot Security Risks Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Copilot Security Research Findings

Research studies found that 40% of Copilot suggestions contain security vulnerabilities. The tool learns from public repositories, many of which contain insecure code patterns that Copilot replicates.

Code Generation Risks

Insecure Patterns from Training Data

Copilot replicates vulnerable patterns learned from public repositories, including outdated security practices

Context Window Limitations

Limited context means Copilot may suggest code that conflicts with existing security measures

Language-Specific Weaknesses

Lower quality and security in less common languages or frameworks

GitHub Copilot Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

GitHub Copilot suggests code as you type, dramatically speeding up development. However, the suggestions are based on patterns from public repositories and may include insecure code.

Enter your GitHub Copilot app URL

Common vulnerabilities we find in GitHub Copilot apps

These are the most frequent security issues discovered in GitHub Copilot applications. VibeEval automatically tests for all of these and more.

Hardcoded Test Credentials

Copilot may suggest placeholder credentials that get left in production code.

Healthcare Apps Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Solo founders building health trackers, telehealth MVPs, and wellness apps with AI tools often miss critical security requirements. Vibe-coded healthcare apps frequently lack audit logging, encryption, and access controls that protect sensitive health data from breaches.

Scan your healthcare apps for vulnerabilities

Why security matters for healthcare apps

Healthcare Apps handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to healthcare apps.

How to Review Code from AI Agents | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Diff Strategy for Multi-File Changes

Agent-generated diffs are fundamentally different from human-authored diffs. A human developer typically changes a few files per commit with clear intent. An AI agent may touch 20 or more files in a single session, mixing boilerplate scaffolding with security-critical logic changes. Standard top-to-bottom diff review breaks down at this scale.

Start by categorizing changed files into security tiers. Files that handle authentication, authorization, database queries, file I/O, and network requests are tier one and require line-by-line review. Configuration files, dependency manifests, and CI pipelines are tier two. UI components and styling changes are tier three. Review in tier order, spending the most time on security-critical paths.

How to Secure Appwrite - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

APPWRITE

Step-by-step guide to securing your Appwrite backend. Learn about collection permissions, API key management, and self-hosted server security.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Base44 - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Base44 Security Context

Base44 generates code quickly but AI-generated code often lacks security hardening. Key areas to review include input validation, authentication, and file upload handling.

Security Checklist

Implement server-side validation

Never rely on client-side validation alone. Validate all inputs on the server.

Add authentication to all routes

Ensure every API endpoint requires proper authentication.

Sanitize user input

Clean all user-provided data before use in queries or rendering.

Validate file uploads

Check file types, sizes, and scan for malicious content.

How to Secure Bolt.new - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Understanding Bolt.new Security

Bolt.new uses WebContainers to run code in the browser, and supports multiple backends including Supabase and Firebase. Security depends on proper configuration of both the WebContainer environment and your chosen backend’s security rules.

Security Checklist

Follow these 12 steps to secure your Bolt.new application. Items marked as critical should be addressed before launch.

Configure backend security

Bolt.new supports multiple backends (Supabase, Firebase). Ensure your chosen backend has proper security rules configured.

How to Secure Bubble - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Bubble Security Context

Bubble’s visual builder has many hidden settings that affect security. Privacy rules, API workflow exposure, and plugin security are critical areas that require careful configuration.

Security Checklist

Configure privacy rules

Set up Bubble privacy rules to control data access for different user types.

Review API workflow exposure

Audit which API workflows are exposed and require authentication.

Secure plugin usage

Review all installed plugins for security implications.

Configure user authentication

Set up secure authentication with proper password requirements.

How to Secure Claude Code - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code Security Context

Claude Code uses Anthropic’s Constitutional AI approach, which aims to be helpful while avoiding harm. However, all AI-generated code should still be reviewed for security vulnerabilities.

Security Checklist

Review AI-generated code

Claude Code’s Constitutional AI approach produces thoughtful code, but always review for security.

Understand data handling

Review Anthropic’s data policies and understand how your code is processed.

Exclude sensitive files

Configure which files Claude Code can access to protect secrets.

How to Secure Cline - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CLINE

Step-by-step guide to securing your Cline AI coding agent. Learn about approval modes, API key management, and autonomous agent access control.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Convex - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

CONVEX

Step-by-step guide to securing your Convex backend. Learn about schema validation, internal functions, and real-time subscription security.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Cursor - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Cursor Security Context

Cursor is built on VS Code and offers Privacy Mode and .cursorignore for protecting sensitive code. It’s SOC 2 compliant, but you should still review AI-generated code for security vulnerabilities.

Security Checklist

Enable Privacy Mode

Use Cursor’s Privacy Mode to prevent code from being sent to AI models for training.

Configure .cursorignore

Add sensitive files like .env, credentials, and keys to .cursorignore to prevent AI exposure.

Review AI-generated code

All AI-generated code should be reviewed for security vulnerabilities before deployment.

How to Secure Devin Apps - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Devin Security Context

Devin is a powerful autonomous AI developer, but AI-generated code may include vulnerabilities from training data or skip security hardening steps. Always review and test before production.

Security Checklist

Review all AI-generated code

Manually audit code for security issues that AI may have introduced.

Update deprecated patterns

Replace any outdated security patterns from AI training data.

Add missing security hardening

Implement security features that AI may have skipped for functionality.

How to Secure Figma Make - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Figma Make Security Context

Figma Make excels at design-to-code conversion but generated apps often lack security features. Authentication, authorization, and input validation typically need manual implementation.

Security Checklist

Add server-side validation

Implement validation on the server, not just in client-side forms.

Sanitize dynamic content

Prevent XSS by sanitizing all user-provided content before rendering.

Implement authentication

Add proper authentication flows that may be missing from generated code.

Secure data binding

Review and secure direct binding of user input to sensitive operations.

How to Secure Firebase - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Critical: Disable Test Mode

Test mode rules allow anyone to read and write all data. This is the most common Firebase security mistake. Replace test rules with production Security Rules before launch.

Security Checklist

Disable test mode rules

Replace test mode rules that allow all reads/writes with production security rules.

Write Security Rules

Create specific rules for Firestore, Realtime Database, and Storage.

Test Security Rules

Use Firebase Emulator Suite to test rules before deployment.

How to Secure FlutterFlow - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

FLUTTERFLOW

Step-by-step guide to securing your FlutterFlow app. Learn about Firebase rules, API key handling, and generated code security.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Fly.io - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Fly.io Security Context

Fly.io provides global edge deployments with Private Networking and fly secrets for secure configuration. Key security areas include secrets management, multi-region encryption, and network isolation.

Security Checklist

Use fly secrets

Store all sensitive data using fly secrets, not environment variables in fly.toml.

Configure Private Networking

Use Fly’s private networking for internal service communication.

Enable multi-region encryption

Configure encryption for data in transit between regions.

Review global edge security

Understand security implications of edge deployments.

How to Secure Framer - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Framer Security Context

Framer allows custom React components and CMS-driven content. While the platform handles hosting security, custom code and third-party integrations require careful security review.

Security Checklist

Audit custom code components

Review all custom React code for security vulnerabilities.

Secure form handling

Configure form submissions with proper validation.

Review CMS security

Control access to CMS collections and content.

Configure authentication

If using gated content, secure authentication flows.

Review third-party integrations

Audit connected services and API keys.

How to Secure Gemini Code Assist - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

GEMINI CODE

Step-by-step guide to securing your Gemini Code Assist development. Learn about context boundaries, enterprise controls, and code review best practices.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure GitHub Copilot - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

GitHub Copilot Security Context

GitHub Copilot can generate code with security vulnerabilities. Always review suggestions, configure privacy settings, and use GitHub’s security features like secret scanning and code scanning.

Security Checklist

Review AI-generated code

All Copilot suggestions should be reviewed for security vulnerabilities before accepting.

Configure code privacy settings

Understand GitHub’s data policies and configure Copilot privacy settings appropriately.

Exclude sensitive files

Use .gitignore and editor settings to prevent sensitive files from being analyzed.

How to Secure Hostinger Horizons - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

HOSTINGER HORIZONS

Step-by-step guide to securing your Hostinger Horizons app. Learn about AI-generated code security, authentication review, and endpoint protection.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Lovable - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Security Matters for Lovable Apps

Lovable uses Supabase as its backend, which means your app’s security heavily depends on proper Row Level Security (RLS) configuration. In the CVE-2025-48757 incident, 10.3% of Lovable applications (170 out of 1,645) had exposed user data due to misconfigured RLS policies.

Security Checklist

Follow these 14 steps to secure your Lovable application. Items marked as critical should be addressed before launch.

Enable Row Level Security (RLS)

Go to Supabase dashboard > Authentication > Policies and enable RLS on all tables containing user data.

How to Secure MongoDB - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

MongoDB Security History

MongoDB has a history of exposed instances due to default configurations. Thousands of databases have been compromised. Always enable authentication and restrict network access.

Security Checklist

Enable authentication

Never run MongoDB without authentication. Configure user credentials.

Configure network access

Restrict IP access to only trusted sources. Never expose MongoDB to the internet without protection.

Enable TLS/SSL

Configure encrypted connections for all database traffic.

Use role-based access control

Create specific roles with minimal necessary permissions.

How to Secure Neon - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Neon Security Context

Neon provides serverless Postgres with branching and connection pooling. It supports full PostgreSQL features including Row Level Security. Secure your branches and connection strings appropriately.

Security Checklist

Enable Row Level Security

Use PostgreSQL RLS policies to control data access at the row level.

Secure connection strings

Store connection strings in environment variables, not in code.

Configure branch permissions

Set appropriate access for development branches.

Enable connection pooling security

Configure the built-in connection pooler securely.

How to Secure Netlify - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Netlify Security Context

Netlify provides automatic HTTPS and DDoS protection. Key security areas include the _headers file, Functions security, form handling, and deploy preview access control.

Security Checklist

Configure environment variables

Store secrets in Netlify environment variables. Set different values for deploy contexts.

Set up _headers file

Configure security headers in _headers file for CSP, X-Frame-Options, etc.

Secure deploy previews

Restrict deploy preview access or enable password protection.

Review Netlify Functions

Audit serverless functions for security vulnerabilities and proper auth.

How to Secure OpenAI Codex - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

OPENAI CODEX

Step-by-step guide to securing your OpenAI Codex development. Learn about autonomous code review, secret scanning, and package validation.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure PlanetScale - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

PlanetScale Security Context

PlanetScale is built on Vitess, offering branching workflows and non-blocking schema changes. Key security areas include branch protection, connection security, and proper team permissions.

Security Checklist

Configure connection passwords

Use strong, unique passwords for database connections.

Enable branch protection

Protect production branches from direct schema changes.

Review branch permissions

Configure appropriate access for development branches.

Use non-blocking schema changes

Leverage PlanetScale’s non-blocking schema changes securely.

Secure connection strings

Store connection strings in environment variables.

How to Secure PostgreSQL - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

PostgreSQL Security Context

PostgreSQL is known for excellent security features including Row Level Security. It powers Supabase and Neon. Proper configuration of RLS, roles, and network access is essential.

Security Checklist

Enable Row Level Security

Use RLS policies to control data access at the row level.

Configure role-based access

Create specific roles with minimal necessary permissions.

Enable SSL/TLS connections

Require encrypted connections for all database traffic.

Prevent SQL injection

Use parameterized queries and prepared statements.

How to Secure Railway - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Railway Security Context

Railway provides container-based deployments with Private Networking and managed databases. Key security areas include environment variables, database encryption, and container security.

Security Checklist

Secure environment variables

Store all secrets in Railway variables. Never commit them to code.

Enable Private Networking

Use Railway’s Private Networking for internal service communication.

Configure database encryption

Ensure Postgres/Redis deployments use encrypted connections.

Set up authentication

Implement proper authentication for your application.

Review container security

Audit Dockerfile and container configurations.

How to Secure Render - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Render Security Context

Render provides a Heroku-like experience with Private Services and Environment Groups. Key security areas include environment variables, internal networking, and managed database security.

Security Checklist

Secure environment variables

Use Render environment variables and Environment Groups for secrets management.

Configure Private Services

Use Private Services for internal backend communication.

Set up managed Postgres securely

Configure Postgres with proper access controls and encryption.

Enable HTTPS

Verify HTTPS is enabled for all public services.

How to Secure Replit - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Replit Security Considerations

Replit’s collaborative nature means special attention to secrets management and visibility settings. Public Repls expose all source code, and Agent-generated code should always be reviewed for security vulnerabilities.

Security Checklist

Use Replit Secrets for sensitive data

Store API keys, database credentials, and other secrets in Replit’s Secrets Manager, not in code.

Make Repls private

Set sensitive projects to private to prevent source code exposure.

Review Agent-generated code

AI-generated code may contain security vulnerabilities - review all generated code before deployment.

How to Secure Retool - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Retool Security Context

Retool connects directly to your databases and APIs to build internal tools. Proper RBAC configuration, database permissions, and credential management are essential to prevent unauthorized data access.

Security Checklist

Configure database permissions

Use read-only connections where write access is not needed.

Implement RBAC

Set up role-based access control for internal tools.

Secure API credentials

Store API keys and credentials securely in Retool resources.

Review query permissions

Control which users can run which database queries.

How to Secure Sourcegraph Cody - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Sourcegraph Cody Security Context

Cody is codebase-aware AI that can be self-hosted for maximum security. Enterprise features include advanced access controls and audit logging.

Security Checklist

Review AI-generated code

Always review Cody’s suggestions for security vulnerabilities.

Configure self-hosted options

Consider self-hosting Sourcegraph for maximum data control.

Audit codebase access

Review what repositories Cody has access to.

Protect secrets

Ensure sensitive files are excluded from Cody’s analysis.

Review enterprise security features

Leverage Sourcegraph’s enterprise security features if available.

How to Secure Supabase - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Critical: RLS is Required

Without Row Level Security enabled, anyone with your public anon key can read, modify, or delete ALL data in your database. RLS is not optional - it’s the foundation of Supabase security.

Security Checklist

Enable Row Level Security (RLS)

Enable RLS on ALL tables - without it, anyone with your anon key can read/write all data.

Write RLS policies

Create specific policies for SELECT, INSERT, UPDATE, DELETE on each table.

How to Secure Tabnine - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Tabnine Security Context

Tabnine offers a local-first approach with models trained from scratch on permissively licensed code. Enterprise features provide additional privacy controls.

Security Checklist

Enable local-first mode

Use Tabnine’s local-first approach to keep code on your machine.

Review AI-generated code

Always review suggestions for security vulnerabilities.

Configure privacy settings

Set up Tabnine’s enterprise privacy features appropriately.

Protect sensitive files

Exclude sensitive files from Tabnine’s analysis.

Audit trained models

Understand that Tabnine trains from scratch on permissively licensed code.

How to Secure Trae - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

TRAE

Step-by-step guide to securing your Trae AI IDE development. Learn about data routing, compliance requirements, and ByteDance data residency considerations.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

How to Secure Turso - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Turso Security Context

Turso provides SQLite at the edge using libSQL, with embedded replicas for local-first applications. Token management and replica security are key areas to configure.

Security Checklist

Secure database tokens

Store Turso tokens securely in environment variables.

Configure token permissions

Use read-only tokens where write access isn’t needed.

Review embedded replicas security

Understand security implications of embedded SQLite replicas.

Configure group access

Set appropriate permissions for database groups.

How to Secure Upstash - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Upstash Security Context

Upstash provides serverless Redis and Kafka with REST API access for edge functions. Token management and proper access control are essential for securing your data.

Security Checklist

Secure REST API tokens

Store Upstash tokens securely in environment variables.

Configure token permissions

Use read-only tokens where write access isn’t needed.

Review edge access patterns

Understand security implications of edge data access.

Enable TLS encryption

Verify TLS is enabled for all connections.

How to Secure v0.dev - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

v0.dev Security Context

v0.dev generates shadcn/ui React components. While generally secure, AI-generated components should be reviewed for XSS vulnerabilities, proper input handling, and secure API integrations before use in production.

Security Checklist

Review generated React components

v0 generates shadcn/ui components - review for XSS vulnerabilities, especially dangerouslySetInnerHTML usage.

Sanitize user inputs

Add input validation to any forms or user-interactive components.

Secure API integrations

If connecting to APIs, ensure keys are stored in environment variables, not in component code.

How to Secure Vercel - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Vercel Security Context

Vercel provides enterprise-grade hosting with automatic HTTPS and DDoS protection. Key security areas include environment variables, preview deployment access, and serverless function security.

Security Checklist

Secure environment variables

Store secrets in Vercel environment variables, not in code. Use different values for preview vs production.

Protect preview deployments

Enable password protection or restrict preview deployments to team members only.

Configure authentication

Set up proper authentication for any protected routes or API endpoints.

How to Secure Webflow - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Webflow Security Context

Webflow is a powerful no-code website builder with CMS capabilities. While it handles hosting security, custom code, forms, and member areas require careful configuration to prevent vulnerabilities.

Security Checklist

Configure form submissions

Secure form handling and prevent spam submissions.

Review CMS permissions

Control who can edit and publish CMS content.

Secure member areas

If using memberships, configure access controls properly.

Review custom code security

Audit any custom JavaScript or embed code.

How to Secure Windsurf - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Windsurf Security Context

Windsurf is built on Chromium, which had 94 CVEs discovered in 2024-2025. It uses Codeium’s AI which offers zero data retention mode. Keep your IDE updated and review all AI-generated code.

Security Checklist

Enable zero data retention mode

Configure Codeium’s zero data retention mode to prevent code from being stored.

Keep Chromium updated

Windsurf uses Chromium - ensure it’s updated to avoid the 94+ CVEs discovered in 2024-2025.

How to Secure Xano - Security Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

XANO

Step-by-step guide to securing your Xano no-code backend. Learn about endpoint authentication, input validation, and API group permissions.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Is Base44 Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AI Code Generation Caveat

Base44 generates functional code quickly, but AI prioritizes functionality over security. Common issues include missing input validation, weak authentication, and insecure file handling.

Security Considerations

Input Validation

Always add server-side validation. AI-generated forms often only validate on the client side.

Authentication

Review all API routes for proper authentication. Some routes may be unprotected by default.

File Uploads

Validate file types and sizes. Scan uploads for malicious content before processing.

Is Bolt Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Full-Stack Complexity

Bolt generates both frontend and backend code, increasing the attack surface. Server-side vulnerabilities can lead to data breaches and unauthorized access that client-side-only platforms don’t face.

Common Security Issues

Exposed API Keys

API keys and secrets may be embedded in client-side code or committed to version control.

Insecure API Endpoints

Backend endpoints may lack proper authentication, authorization, or input validation.

Database Misconfigurations

Database access controls and query construction may be vulnerable to injection attacks.

Is Bubble Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Visual Complexity Hides Security Gaps

Bubble’s visual builder makes it easy to build complex apps, but the same complexity makes security misconfigurations hard to spot. Privacy rules, API workflows, and data type permissions all need careful configuration.

Common Security Issues

Missing Privacy Rules

Data types without privacy rules are accessible to anyone. Each data type needs explicit rules defining who can view, modify, and delete.

Exposed API Workflows

API workflows without authentication can be called by anyone with the URL. Sensitive operations must require authentication.

Is Claude Code Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Terminal-Based Control

Claude Code operates in your terminal - you see every command and can approve or reject changes. This transparency gives you full control over what code is written and executed on your system.

Security Considerations

Code Review Required

AI-generated code may contain security vulnerabilities. Review all changes, especially authentication and data access logic.

Terminal Commands

Claude Code may execute terminal commands. Review commands before allowing execution, especially those affecting system files.

Is Cursor Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Local Development Model

Unlike cloud-based AI builders, Cursor runs locally. Your code is not automatically deployed anywhere. You maintain full control over what gets committed and deployed, giving you the opportunity to review for security issues.

Cursor vs Cloud-Based AI Builders

Cursor’s local-first model is fundamentally different from cloud-based AI builders. Here’s how they compare on security:

The key difference: Cursor gives you a review step before code reaches production. Cloud builders deploy AI-generated code directly.

Is Devin Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Autonomous AI Development

Devin operates autonomously, which means security decisions are made without human oversight during development. Always review the generated code for security issues before deployment.

Security Considerations

Code Review

Manually review all AI-generated code for security vulnerabilities that the AI may have introduced.

Security Patterns

Verify that security patterns are current. AI training data may include deprecated or insecure approaches.

Integrations

Audit third-party service integrations for proper security implementation and credential handling.

Is Figma Make Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Design-to-Code Limitations

Figma Make focuses on visual accuracy, not security. The generated code implements the UI but security features like authentication, input validation, and secure API integration require manual implementation.

Security Considerations

Input Validation

Form validation is often client-side only. Implement server-side validation for all user inputs.

XSS Prevention

Dynamic content rendering may be vulnerable to XSS. Sanitize all user-provided content.

Authentication

Auth flows are typically not generated. Implement proper authentication and session management.

Is Firebase Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Security Rules are Critical

Firebase Security Rules are the only barrier between your data and the public internet. Unlike traditional databases behind a server, Firebase is directly accessible from clients. Misconfigured rules expose all your data.

Common Security Issues

Open Security Rules

Many apps launch with rules that allow all reads and writes. This is the default for development but catastrophic in production.

Rule Logic Errors

Complex Security Rules syntax leads to logical errors that create unintended access paths.

Is Fly.io Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Firecracker Isolation

Fly.io uses Firecracker microVMs (developed by AWS) for hardware-level isolation. Each application runs in its own VM, providing stronger security boundaries than container-based platforms.

Security Considerations

Private Networking

Use Fly’s private network for internal communication. Don’t expose internal services publicly.

Volume Encryption

Enable volume encryption for persistent storage containing sensitive data. This is not enabled by default.

Secrets Management

Use Fly secrets for sensitive configuration. Secrets are encrypted and injected as environment variables.

Is Framer Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Static + React Security

Framer combines static site generation with React code components. The lack of backend eliminates server-side vulnerabilities, while code components are sandboxed and can’t access the file system.

Security Considerations

Code Components

Review custom React code for XSS vulnerabilities. Avoid dangerouslySetInnerHTML and eval() in code components.

Third-Party Scripts

Scripts added via custom code run with full page access. Only embed from trusted sources.

CMS Content

CMS data is readable in page source unless using Framer’s paid gating features. Don’t store sensitive data in CMS.

Is GitHub Copilot Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Suggestion Tool Only

Copilot suggests code - it doesn’t deploy, execute, or store your applications. You maintain full control over what code you accept and commit. Security depends on your review of suggestions.

Security Considerations

Code Telemetry

Code context is sent for suggestions. Business plans offer enhanced privacy. Review GitHub’s privacy policy for your use case.

Vulnerable Suggestions

AI may suggest code patterns with security flaws learned from training data. Always review before accepting.

Is Lovable Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Platform vs Application Security

Lovable implements security at the platform level, but your application’s security depends on proper configuration. AI-generated code often skips security best practices that developers would normally implement.

Common Security Issues

Exposed API Keys

AI tools often embed API keys directly in JavaScript bundles. These become visible to anyone inspecting your application’s source code.

Missing RLS Policies

Supabase applications frequently launch without Row Level Security policies, allowing unauthorized data access.

Is MongoDB Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Configuration-Dependent Security

MongoDB’s security depends heavily on configuration. Exposed databases without authentication have been a major source of data breaches. Always enable authentication, use IP whitelisting, and configure RBAC properly.

Common Security Issues

NoSQL Injection

MongoDB is vulnerable to NoSQL injection if queries use unsanitized user input. Always validate and sanitize query parameters.

Public Exposure

MongoDB instances without authentication exposed to the internet have led to massive data breaches. Always enable authentication.

Is Neon Safe? Neon Database Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Full PostgreSQL Security

Neon provides full PostgreSQL including Row Level Security (RLS), roles, and all native security features. Unlike some BaaS platforms, you have complete control over database security configuration.

Security Considerations

Row Level Security

Enable and configure RLS for multi-tenant applications. Neon supports it natively - use it for fine-grained access control.

Connection Strings

Store connection strings securely. Use different credentials for development branches vs production.

Branch Access

Configure branch access appropriately. Development branches should have separate credentials.

Is Netlify Safe? Netlify Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

JAMstack Security Model

Netlify’s JAMstack approach (JavaScript, APIs, Markup) reduces attack surface by pre-building static assets. This eliminates many server-side vulnerabilities common in traditional hosting.

Security Considerations

Netlify Functions

Serverless functions can expose vulnerabilities. Implement authentication, rate limiting, and input validation.

Form Submissions

Netlify Forms need spam protection. Enable honeypot fields and reCAPTCHA for public forms.

Environment Variables

Manage environment variables carefully. Build-time variables can be exposed in client bundles.

Is PlanetScale Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Vitess-Powered Security

PlanetScale uses Vitess (YouTube’s MySQL scaling solution) which provides built-in query protection against runaway queries and connection storms. The branching model enables safe schema changes without affecting production.

Security Considerations

Connection Credentials

Store connection strings securely in environment variables. Use different credentials for development branches.

Branch Access

Configure branch access controls. Development branches should not have production access.

Query Security

Use parameterized queries to prevent SQL injection. Vitess helps but doesn’t replace proper query construction.

Is PostgreSQL Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Battle-Tested Security

PostgreSQL has been actively developed for over 35 years with continuous security auditing. Its native Row Level Security and powerful role system provide excellent foundations for secure applications.

Security Considerations

SQL Injection

Always use parameterized queries. PostgreSQL cannot protect against injection if you concatenate user input into queries.

Row Level Security

Enable and configure RLS for multi-tenant applications. It provides powerful row-level access control.

Connection Configuration

Configure pg_hba.conf carefully. Require SSL, use strong authentication, and restrict network access.

Is Railway Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Container Isolation

Railway deploys services in isolated containers with private networking between them. This prevents lateral movement and provides strong service-to-service security boundaries.

Security Considerations

Database Access

Railway databases are accessible via private network by default. Configure connection strings and access controls properly.

Service Exposure

Public services get a domain automatically. Keep internal services private and use authentication for APIs.

Environment Variables

Use Railway’s encrypted variables for secrets. Never commit credentials to your repository.

Is Render Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Managed Security

Render handles infrastructure security including automatic updates, SSL certificate management, and DDoS protection. Private services enable secure internal communication without public exposure.

Security Considerations

Private Services

Use private services for internal APIs and workers. Only expose services that need public access.

Database Security

Render PostgreSQL needs proper access configuration. Use connection pooling and SSL for connections.

Environment Variables

Use environment groups for shared secrets. Never expose sensitive variables in build logs.

Is Replit Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Public by Default

Replit projects are public by default unless you have a paid plan. This means your source code, including potentially sensitive logic, is visible to anyone. Always use Replit Secrets for sensitive data.

Common Security Issues

Exposed Secrets

API keys and credentials accidentally hardcoded instead of using Replit Secrets become visible in public repls.

Insecure API Endpoints

AI-generated server code may lack proper authentication and authorization checks.

Database Misconfigurations

Replit’s database integrations require manual security configuration that AI may skip.

Is Retool Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Internal Tool Risk Profile

Retool connects directly to production databases. While the platform is secure, overly permissive RBAC or database connections can allow internal users to access or modify data they shouldn’t. Principle of least privilege is essential.

Common Security Issues

Overpermissive Database Access

Using database credentials with full access instead of read-only where appropriate exposes data to modification risks.

Weak RBAC Configuration

Giving all users admin access or not scoping permissions per app defeats the purpose of access control.

Is Sourcegraph Cody Safe? Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise Security Options

Cody offers self-hosted deployment for maximum privacy. Enterprise features include SSO, audit logs, and granular access controls. This makes it suitable for organizations with strict security requirements.

Security Considerations

Codebase Indexing

Cody indexes your codebase for context. Self-host for sensitive projects or review Sourcegraph’s data handling policies.

AI-Generated Vulnerabilities

Suggestions may contain security flaws. The codebase context improves quality but doesn’t eliminate risks.

Access Control

Configure team access appropriately. Cody can access any code the user has permissions for.

Is Supabase Safe? Supabase Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

RLS is Non-Negotiable

Supabase exposes your PostgreSQL database directly to clients via the anon key. Without RLS policies, anyone with your project URL can read, modify, or delete all data in unprotected tables.

Common Security Issues

Missing RLS Policies

Tables without RLS enabled are fully accessible to anyone with the anon key, leading to complete data exposure.

Service Role Key Leaks

The service_role key bypasses RLS. Exposing it in client code grants full database access to attackers.

Is Tabnine Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Privacy-First Options

Tabnine offers local-only models that run entirely on your machine. No code is sent to external servers, making it ideal for air-gapped environments and highly sensitive codebases.

Security Considerations

Model Selection

Choose between local and cloud models based on your security requirements. Cloud models offer better suggestions but send code context.

Code Quality

Suggestions may contain security vulnerabilities. Review completions before accepting, especially for security-sensitive code.

Training Data

Tabnine is trained only on permissively licensed code, reducing legal and IP concerns compared to some alternatives.

Is Turso Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

SQLite at the Edge

Turso builds on SQLite’s battle-tested foundation with libSQL. Edge replication brings data closer to users while maintaining security through token-based authentication and encryption.

Security Considerations

Token Management

Use read-only tokens where write access isn’t needed. Store tokens securely in environment variables.

Embedded Replicas

Embedded replicas on client devices need careful security consideration. Data syncs locally - understand the implications.

Database Groups

Use database groups to organize access. Different groups can have different access tokens.

Is Upstash Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Edge-Native Security

Upstash’s REST API model is designed for serverless and edge environments. Token-based authentication works well in environments where persistent connections aren’t possible, while maintaining security.

Security Considerations

Token Permissions

Use read-only tokens where write access isn’t needed. Different tokens for different services limits blast radius.

Edge Token Security

Tokens in edge functions are harder to secure. Use environment variables and minimize token permissions.

Rate Limiting

Configure rate limits to prevent abuse. Upstash rate limiting can also protect your own services.

Is V0 Safe? V0 Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Limited Attack Surface

V0 generates frontend React components only. This significantly limits the attack surface compared to full-stack AI tools. Security concerns are primarily about the code you integrate with, not V0 itself.

Security Considerations

XSS in Components

Review generated components for dangerouslySetInnerHTML or improper input handling that could lead to XSS.

API Integration

When adding API calls to V0 components, ensure credentials are handled securely on the server side.

Is Vercel Safe? Vercel Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise Infrastructure

Vercel provides robust infrastructure security including automatic HTTPS, global CDN with DDoS protection, and encrypted secrets management. The platform handles infrastructure security so you can focus on application security.

Security Considerations

Serverless Functions

Edge and serverless functions can expose API vulnerabilities. Implement proper authentication and input validation.

Environment Variables

Scope environment variables appropriately. Preview deployments should not have production credentials.

Preview Deployments

Preview deployments are publicly accessible by default. Configure authentication for sensitive projects.

Is Webflow Safe? Security Analysis | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Static Site Security

Webflow generates static sites, eliminating entire categories of server-side vulnerabilities. There’s no database to inject, no server-side code to exploit. Security risks are limited to client-side concerns.

Security Considerations

Custom Code

Custom JavaScript in Webflow can introduce XSS vulnerabilities. Avoid using innerHTML with user input.

Third-Party Scripts

Embedded third-party scripts have full page access. Only embed scripts from trusted sources.

Form Submissions

Webflow forms need spam protection. Configure honeypot fields and reCAPTCHA for public forms.

Is Windsurf Safe? Windsurf IDE Security Review 2026 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise Security

Codeium (Windsurf’s parent company) has SOC 2 Type II certification and enterprise security features. Code processing follows strict security protocols, making it suitable for enterprise and sensitive projects.

Security Considerations

AI Code Processing

Code context is processed for AI suggestions. Enterprise plans offer additional privacy controls and self-hosted options.

Generated Code Quality

AI suggestions may contain security vulnerabilities. Review generated code before committing to production.

Extension Ecosystem

VSCode-compatible extensions follow the same trust model. Be cautious with third-party extensions.

Lovable + Aikido Pentesting: $100 Security Test vs VibeEval's Free Scanner | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

AIKIDO LOVABLE PENTESTING

Lovable announced $100 pentesting via Aikido. We compare what you get: blackbox/greybox/whitebox testing, OWASP coverage, compliance reports, and how VibeEval

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Lovable Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items (marked in red) before deploying to production. These items can lead to data breaches if misconfigured.

How to Secure Lovable

Step-by-step security guide.

Is Lovable Safe?

In-depth security analysis.

Automate Your Checklist

Don’t manually check every item. Let VibeEval scan your Lovable app automatically.

Lovable Security Report Feb 2026: 18,000 Users Exposed, 170+ Databases Breached | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

18,697

User records exposed in one app

170+

Databases fully exposed out of 1,645 scanned

90%

Of audited apps share same 5 vulnerabilities

52/100

Average security score across 200+ sites

Is Your Lovable App Vulnerable?

Enter your deployed Lovable app URL to check for the vulnerabilities described in this report

The Showcase App Breach: 18,000+ Users Exposed

The biggest Lovable security incident of February 2026 came from a researcher who tested a Lovable-showcased EdTech application – one featured on Lovable’s own site as a success story, with 100K+ views and real users from UC Berkeley, UC Davis, and institutions across Europe, Africa, and Asia.

Lovable Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Lovable apps are built on Supabase and React, making them powerful but potentially vulnerable if security best practices are not followed. Common issues include missing RLS policies, exposed API keys, and insecure authentication flows.

Enter your Lovable app URL

Common vulnerabilities we find in Lovable apps

These are the most frequent security issues discovered in Lovable applications. VibeEval automatically tests for all of these and more.

Missing Row Level Security (RLS)

Supabase tables without RLS policies allow any authenticated user to access all data. This is the most critical vulnerability in Lovable apps.

Lovable Tech Stack & Security Architecture Explained (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Lovable’s Core Tech Stack

Every Lovable app ships with the same foundational stack. The frontend is a React single-page application scaffolded with Vite, styled with Tailwind CSS, and built using shadcn/ui components. Routing is handled by React Router. TypeScript is the default language.

The backend is entirely Supabase. This means PostgreSQL for the database, Supabase Auth for identity, Supabase Storage for file uploads, Edge Functions (Deno-based) for serverless logic, and Realtime for WebSocket subscriptions. There is no separate Express or Next.js server – Supabase is the entire backend layer.

Lovable vs Bubble Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

LOVABLE VS BUBBLE SECURITY

Side-by-side security comparison of Lovable and Bubble. Code generation, authentication, database security, and deployment risks compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Lovable vs V0 Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

LOVABLE VS V0 SECURITY

Side-by-side security comparison of Lovable and V0 AI app builders. Code generation risks, authentication, database security, and deployment compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Low-Code App Security Vulnerabilities: What AI Builders Miss (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Why Low-Code Apps Are Vulnerable

Low-code platforms sell a compelling promise: build without understanding the underlying technology. Drag components, connect data sources, deploy. But security is not something that can be abstracted away. When a platform hides the backend from you, it does not eliminate security risks – it hides them. You cannot secure what you cannot see.

Traditional developers learn about SQL injection, XSS, and access control as part of their education. Low-code builders often come from non-technical backgrounds – product managers, designers, entrepreneurs – and have never encountered these concepts. The platform documentation mentions security features, but they are buried in advanced settings that most builders never open.

Manual Security Testing for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Manual Testing is Essential

Automated tools excel at finding common vulnerabilities like SQL injection and XSS, but miss business logic flaws and application-specific security issues. Manual testing by skilled testers finds critical vulnerabilities that automation cannot detect.

Manual Security Testing Checklist

Follow these 12 steps for thorough manual security testing. Critical items require skilled testers and should be completed before launch.

Business logic testing

Test application-specific workflows for logic flaws that could lead to unauthorized actions or privilege escalation.

Marketplace Platforms Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build marketplaces for everything – freelancer platforms, rental sites, niche job boards. Vibe-coded marketplace apps often lack the escrow logic, review verification, and fraud prevention that two-sided platforms need. One commission bypass can wipe out your revenue.

Scan your marketplace platforms for vulnerabilities

Why security matters for marketplace platforms

Marketplace Platforms handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to marketplace platforms.

Marketplace Security Case Study - Real Estate | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Two-person team found tenant documents stored in public S3 buckets in a Replit-built app

The challenge

A two-person team built a property listing marketplace with Replit that connected landlords with tenants. The platform stored lease agreements, tenant applications with SSNs, and bank details for rent payments. The app managed 300 properties and was growing through landlord referrals. When a prospective investor asked about security practices during due diligence, the co-founders realized they had never checked whether their file storage was actually private.

Media & Content App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build newsletter platforms, podcast apps, video tools, and content management systems. These apps handle user-generated content, subscriptions, and creator payouts. Paywall bypasses, content injection, and creator account takeover are the vulnerabilities that can destroy your platform and your creators trust.

Scan your media & content application

Relevant regulatory frameworks

Media & Content applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

MongoDB Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure MongoDB

Step-by-step security guide.

Is MongoDB Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your MongoDB database access automatically.

Neon Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Neon

Step-by-step security guide.

Is Neon Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Neon database access automatically.

Netlify Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Netlify

Step-by-step security guide.

Is Netlify Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Netlify deployment automatically.

Netlify Security Hardening Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Netlify Configuration Files Are Security-Critical

Your netlify.toml file controls redirects, headers, and build behavior. AI-generated netlify.toml files often contain insecure redirect rules, missing security headers, and hardcoded secrets that expose your application to attacks.

Netlify Security Checklist

Follow these 12 steps to secure your Netlify deployment. Critical items must be configured before going live.

Secure build environment variables

Use Netlify’s environment variable UI instead of hardcoding secrets. Enable scoped variables for different deploy contexts.

OWASP Top 10 for AI-Generated Code: Security Risks & Fixes (2026)

Mon, 01 Jan 0001 00:00:00 +0000

Why OWASP Matters for AI-Generated Code

The OWASP Top 10 is the standard classification of web application security risks. AI code generators are trained on vast codebases that include both secure and insecure patterns. When generating code, they optimize for functionality – not security. The result is code that works perfectly in development but ships with well-known vulnerabilities.

Research from Stanford and NYU found that developers using AI assistants produce significantly less secure code than those writing manually. The problem is not that AI writes uniquely bad code – it writes the same insecure patterns that human developers have written for decades, but faster and at greater scale. OWASP provides the framework to systematically identify and fix these issues.

Package Hallucination Scanner - Detect AI-Hallucinated Dependencies | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

The Slopsquatting Problem

AI coding tools frequently suggest package names that don’t exist — a side effect of how they generate plausible-looking imports. When enough developers encounter the same hallucinated name, attackers register it on npm with malware inside. Every subsequent npm install is a potential compromise.

This is slopsquatting — typosquatting’s AI-era evolution. It’s already hit thousands of real packages.

What the Scanner Checks

NON-EXISTENT PACKAGES

Imports that point to names never published to the registry.

Penetration Testing as a Service (PTaaS): AI-Powered Security on Autopilot | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

PTaaS vs Traditional Consulting

Traditional pentest consulting delivers a point-in-time snapshot that’s outdated by your next deployment. PTaaS delivers continuous value – testing every change, every day – at a fraction of the cost. Your security posture is always current, not six months stale.

PTaaS Implementation Checklist

Follow these 8 steps to implement Penetration Testing as a Service. Critical items should be completed during initial onboarding.

Evaluate PTaaS providers

Compare platforms on AI capabilities, coverage depth, reporting quality, compliance support, and pricing to find the right fit.

Penetration Testing Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Manual Testing Matters

AI-generated code often contains logic flaws and business logic vulnerabilities that automated scanners miss. Manual penetration testing is essential for finding complex security issues before attackers do.

Penetration Testing Checklist

Follow these 12 steps to perform a thorough penetration test. Items marked as critical should be tested before launch.

Reconnaissance and scoping

Define testing boundaries, gather information about your application architecture, and identify all entry points.

PlanetScale Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure PlanetScale

Step-by-step security guide.

Is PlanetScale Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your PlanetScale database access automatically.

PostgreSQL Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure PostgreSQL

Step-by-step security guide.

Is PostgreSQL Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your PostgreSQL database access automatically.

Press Kit | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

About VibeEval

VibeEval is an AI-powered security-testing platform that deploys autonomous agents against running applications to find vulnerabilities in AI-generated web apps. Built for developers who ship with Lovable, Cursor, Bolt, v0, Claude Code, and Replit.

Brand Assets

Logo package — download in SVG, PNG, and favicon formats (contact press for access)
Brand guidelines — visual identity and usage (contact press for PDF)
Product screenshots — dashboard, finding reports, live scan
Color palette — #D97757 accent, #1a1411 background, #F5F1E8 foreground

Media Contact

Questions, interviews, or asset requests: press@vibe-eval.com

Privacy Policy | VibeEval - Security Testing Platform

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval, accessible at vibe-eval.com, is committed to protecting your privacy. This Privacy Policy explains how we collect, use, and protect your information in connection with our vulnerability scanning and risk assessment services.

1. Information We Collect

We may collect the following categories of information:

a. Personal Information

When you sign up, contact support, or interact with our platform, we may collect:

Name, email address, company name (if applicable), and other contact details

b. Usage & Technical Data

Automatically collected information includes:

Production Security Checklist for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Most Breaches Happen Within Days of Launch

AI-generated apps often ship with critical security flaws that attackers exploit immediately. Debug modes left enabled, hardcoded credentials, and missing authentication are discovered within hours. Complete this checklist before your first real user logs in.

Pre-Launch Security Checklist

Complete all 12 steps before going live. Critical items are security blockers that must be resolved before launch.

Remove all debug and development code

Disable debug modes, verbose logging, and development-only features that expose internal application details.

Productivity Resources for Vibe Coders | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Productivity Matters

AI tools help you write code faster, but you still spend time on repetitive tasks like writing emails, filling forms, and typing common responses. The right tools can save hours every week.

Recommended Partners

Text Blaze

A text expander tool for Chrome that eliminates repetitive typing. Create custom snippets and templates that auto-insert across Gmail, Google Docs, LinkedIn, and most web applications. Used by over 700,000 people including teams at Google, Uber, and Salesforce.

Railway Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Railway

Step-by-step security guide.

Is Railway Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Railway deployment automatically.

Railway Security Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Railway Services Are Public by Default

Railway services are exposed on public URLs by default. AI-generated apps often deploy databases, admin panels, and internal APIs without authentication, making them accessible to anyone who finds the .railway.app URL. Private networking must be explicitly configured.

Railway Security Checklist

Follow these 12 steps to secure your Railway deployment. Critical items prevent public exposure of databases and internal services.

Configure environment variables properly

Use Railway’s environment variable system for all secrets instead of committing .env files to repositories.

Railway vs Fly.io Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

RAILWAY VS FLYIO SECURITY

Side-by-side security comparison of Railway and Fly.io. Environment variables, network security, container isolation, and compliance compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Real Estate & PropTech App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Indie hackers build property listing sites, tenant portals, and property management tools that handle sensitive financial data and personal information. PropTech apps vibe-coded at hackathon speed often ship with exposed document storage, broken tenant isolation, and insecure payment flows that put high-value transactions at risk.

Scan your real estate & proptech application

Relevant regulatory frameworks

Real Estate & PropTech applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

Refund Policy | VibeEval - 14-Day Money-Back Guarantee

Mon, 01 Jan 0001 00:00:00 +0000

At VibeEval, we want you to be completely satisfied with our AI-powered security testing services. We offer a straightforward refund policy through our payment processor, Paddle.

14-Day Money-Back Guarantee

We offer a 14-day money-back guarantee for all subscriptions and purchases made through VibeEval. If you are not satisfied with our service for any reason, you can request a full refund within 14 days of your initial purchase or subscription start date.

Render Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Render

Step-by-step security guide.

Is Render Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Render deployment automatically.

Render Security Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Render Blueprint Files Can Leak Secrets

AI-generated render.yaml files often contain hardcoded API keys, database passwords, and environment variables. These blueprint files get committed to git, exposing all production secrets to anyone with repository access. Always use environment variable references instead of literal values.

Render Security Checklist

Follow these 12 steps to secure your Render deployment. Critical items prevent public exposure of internal services and secrets.

Secure environment variables

Use Render’s environment variable groups and ensure sensitive values are not exposed in build logs or source code.

Render vs Railway Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

RENDER VS RAILWAY SECURITY

Side-by-side security comparison of Render and Railway hosting platforms. Environment variables, network security, container security, and compliance compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Replit Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items (marked in red) before deploying to production.

How to Secure Replit

Step-by-step security guide.

Is Replit Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Replit app automatically.

Replit Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Replit makes it easy to build and deploy applications instantly. The platform handles infrastructure, but application-level security is your responsibility. AI-generated Replit apps often have unique security considerations.

Enter your Replit app URL

Common vulnerabilities we find in Replit apps

These are the most frequent security issues discovered in Replit applications. VibeEval automatically tests for all of these and more.

Secrets in Replit DB

Storing sensitive data in Replit DB without encryption can expose credentials if the repl is forked or shared.

Retool Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Retool

Step-by-step security guide.

Is Retool Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Retool apps automatically.

Runtime Protection for SaaS Startups: RASP, WAF & API Security (2026)

Mon, 01 Jan 0001 00:00:00 +0000

What Runtime Protection Means for SaaS

Runtime protection is any security mechanism that operates while your application is handling live traffic. There are three main categories, and they solve different problems:

WAF (Web Application Firewall) – Sits in front of your app at the network layer. Inspects HTTP requests and blocks known attack patterns (SQL injection, XSS, path traversal) before they reach your code. Think of it as a bouncer at the door.
RASP (Runtime Application Self-Protection) – Lives inside your application runtime. Instruments your code to detect and block attacks from within, with full context of what the application is doing. Think of it as a security guard inside the building.
API Gateway / Rate Limiter – Manages API traffic: authentication, rate limiting, quota enforcement, and request routing. Prevents abuse and ensures fair resource allocation. These layers are complementary. A WAF blocks known attack patterns at the edge. RASP catches application-specific attacks the WAF misses. API gateways prevent abuse and enforce business rules. Most startups need a WAF and rate limiting. Few need RASP early on.

Web Application Firewalls for Startups

A WAF is the highest-impact, lowest-effort runtime protection you can add. Here are the realistic options for startups:

SaaS & Micro-SaaS App Security Testing - Compliance & Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Solo founders and small teams ship SaaS products fast using Cursor, Lovable, and Bolt. Speed is the advantage, but vibe-coded MVPs often go to production with hardcoded secrets, broken tenant isolation, and missing auth checks. VibeEval catches the vulnerabilities that AI coding tools leave behind before your first paying customer finds them.

Scan your saas & micro-saas application

Relevant regulatory frameworks

SaaS & Micro-SaaS applications operate under these regulatory frameworks. VibeEval tests for vulnerabilities that could be relevant to these standards.

SaaS Applications Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Micro-SaaS is the top indie hacker business model, and most are vibe-coded with Cursor, Bolt, or Replit. AI-generated SaaS code frequently lacks tenant isolation, API key management, and subscription enforcement – one tenant data leak can kill your entire business overnight.

Scan your saas applications for vulnerabilities

Why security matters for saas applications

SaaS Applications handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to saas applications.

Secure AI Coding Practices & Prompts | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Security Requires Explicit Prompting

AI coding tools optimize for functionality, not security. Generic prompts like “add user login” will produce working but insecure code. You must explicitly request secure implementations in every prompt.

Secure Prompting Checklist

Follow these 12 practices when prompting AI coding assistants. Critical items should be included in every security-sensitive prompt.

Include security context in prompts

Explicitly request secure implementations: “Generate secure authentication using bcrypt” rather than just “add login”.

Secure Authentication Implementation Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Never Build Custom Authentication

AI-generated authentication code is frequently vulnerable. Building secure authentication requires expertise in cryptography, session management, and attack vectors. Always use established authentication libraries and services like Supabase Auth, Firebase Auth, or Auth0 instead of custom implementations.

Authentication Security Checklist

Follow these 12 steps to properly implement authentication. Critical items are non-negotiable security requirements for any authentication system.

Use established authentication libraries

Never build custom authentication from scratch. Use Supabase Auth, Firebase Auth, Auth0, NextAuth.js, or Passport.js instead of rolling your own.

Secure Serverless SaaS Architecture: Complete Guide (2026)

Mon, 01 Jan 0001 00:00:00 +0000

What Makes Serverless SaaS Different

Traditional SaaS security assumes you control the servers. You harden the OS, configure firewalls, manage SSH keys, and patch vulnerabilities. Serverless removes that entire layer – the cloud provider handles infrastructure security. What remains is your responsibility: application logic, data access, secrets management, and identity.

The tradeoff is real. You stop worrying about kernel exploits and unpatched Nginx versions, but you gain new attack surfaces that are unique to serverless:

Securing Code from Devin AI Agent | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Fully Autonomous Development Risks

Devin differs from copilot-style tools in a fundamental way: it works independently for extended periods. A human developer assigns a task, and Devin plans, implements, tests, and delivers a solution. During this process, Devin makes hundreds of decisions that would normally be subject to a developer’s judgment – which libraries to use, how to structure data models, what error handling to implement, and how to manage authentication.

Security Audit Checklist for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Pre-Launch Security is Critical

AI-generated applications often ship with security vulnerabilities that could have been caught with a proper audit. A comprehensive security audit before launch prevents costly breaches and protects your users.

Complete Security Audit Checklist

Follow these 12 steps for a thorough security audit. Critical items must be addressed before launching to production.

Authentication security review

Verify password policies, MFA implementation, session management, and account recovery mechanisms are secure.

Security Checklist: Vulnerability Areas Relevant to GDPR & SOC2 | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Security Best Practices

This checklist covers common security vulnerabilities that may be relevant to various regulatory frameworks. It is provided for educational purposes only. For actual compliance requirements, consult qualified legal and compliance professionals. VibeEval is a vulnerability scanner, not a compliance audit or certification tool.

Data Processing Agreements

Document legal basis for processing personal data and maintain records of processing activities

Implementation:

Create data processing registry, maintain user consent records, document legitimate interests

Security Resources for Vibe Coders | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why Security Matters

AI-generated code can introduce vulnerabilities. Protect your users and your business by using the right security tools and staying informed about emerging threats.

Recommended Partners

HookPhish

Stop phishing before it reaches your inbox. HookPhish keeps your business resilient against evolving cyber risks with proactive phishing protection.

Security Best Practices

Enable two-factor authentication

Protect your accounts and services with 2FA to prevent unauthorized access even if passwords are compromised.

Security Risks in Agentic AI Coding | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Autonomous Code Generation Risks

When an AI agent generates code autonomously, it operates without the line-by-line scrutiny that a human developer naturally applies. The agent may produce functionally correct code that contains subtle security flaws – SQL queries built with string concatenation, API endpoints missing authentication middleware, or file operations without path traversal checks.

The volume of code produced in a single agentic session amplifies this problem. An agent can generate or modify dozens of files in minutes, creating a review burden that exceeds what most developers can realistically handle. The result is that security-relevant changes slip through unnoticed, buried in large diffs.

Security Testing for Beginners | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Everyone Can Learn Security Testing

Security testing is not just for experts. With AI-generated code becoming common, developers at all levels need basic security testing skills. This guide teaches fundamentals anyone can learn, even without prior security experience.

Beginner Security Testing Checklist

Follow these 10 steps to start testing application security. Critical steps teach essential skills every developer should know.

Understand the application

Map out user flows, authentication, data handling, and critical features before testing security.

Security Testing Tools for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Build a Complete Toolchain

No single security tool finds all vulnerabilities. A comprehensive security testing strategy uses multiple tools covering different testing approaches: static analysis, dynamic testing, dependency scanning, and secrets detection.

Security Toolchain Setup Checklist

Follow these 10 steps to build your security testing toolchain. Critical tools should be implemented before processing production workloads.

Choose SAST tool

Select static analysis tools like Semgrep, SonarQube, or CodeQL for code-level vulnerability detection.

SEO Resources for Vibe Coders | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why SEO Matters for Vibe Coders

You’ve built something with AI-assisted tools. Now you need users to find it. SEO helps your app appear in search results when potential users are looking for solutions you provide.

Recommended Partners

SearchSEO

The SearchSEO Blog explores SEO strategies including CTR manipulation and real keyword-to-website traffic. Learn how to boost rankings with authentic clicks and smart search tactics.

KatLinks

An affordable SEO tool for improving website rankings.

Shopify App Security Case Study - E-commerce | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Solo founder secured a Lovable-built Shopify app before the first merchant churn

The challenge

A solo founder built a Shopify inventory management app with Lovable and launched it on the Shopify App Store. The app was processing data for over 200 merchants within the first month. A merchant reported seeing another store’s product data in their dashboard. With no security team and Shopify threatening to delist the app, the founder needed to find and fix every vulnerability immediately.

Snyk Alternative - VibeEval vs Snyk Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Snyk excels at open-source dependency scanning but lacks DAST. VibeEval adds live app testing built for AI-generated code.

Snyk vs Checkmarx: Security Tool Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

SNYK VS CHECKMARX SECURITY

Snyk vs Checkmarx compared for 2026. SAST, SCA, developer experience, enterprise features, and pricing. Find the right AppSec tool for your team.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Snyk vs Veracode: Security Tool Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

SNYK VS VERACODE SECURITY

Snyk vs Veracode compared for 2026. Open-source scanning, SAST, DAST, pricing, and developer experience. Which security tool fits your stack?

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Social Media Apps Security Testing - Top Vulnerabilities & Fixes | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Building the next niche social network or content sharing app? Vibe-coded social apps frequently ship without privacy controls, content sanitization, or anti-abuse mechanisms. One data scraping vulnerability can expose your entire user base.

Social Media Apps handle sensitive data and business-critical operations. A single vulnerability can lead to data breaches, financial loss, and damaged reputation. VibeEval automatically tests for the most common security issues specific to social media apps.

Sourcegraph Cody Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Sourcegraph Cody

Step-by-step security guide.

Is Sourcegraph Cody Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Cody-generated code automatically.

SSL/TLS Setup Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

HTTPS Is Non-Negotiable for Production

AI-generated apps often deploy without HTTPS or with misconfigured SSL/TLS, transmitting passwords, API keys, and user data in plaintext. Modern browsers flag HTTP sites as “Not Secure” and block features like geolocation, camera access, and service workers without HTTPS.

SSL/TLS Configuration Checklist

Follow these 12 steps to properly configure HTTPS. Critical items must be implemented before handling any user data.

Enable HTTPS for all traffic

Configure SSL/TLS certificates for all domains and subdomains to encrypt data in transit and prevent man-in-the-middle attacks.

Supabase Row Level Security (RLS) Guide | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

RLS is Not Enabled by Default

AI-generated Supabase schemas rarely include RLS policies. Without explicit ALTER TABLE ENABLE ROW LEVEL SECURITY statements, all data is publicly accessible to anyone with your API key, even if you have authentication implemented.

Supabase RLS Implementation Checklist

Follow these 12 steps to properly implement Row Level Security in Supabase. Critical items must be completed for every table containing user data.

Enable RLS on all tables

Activate Row Level Security on every table containing user data. Without RLS, all data is publicly accessible regardless of authentication.

Supabase Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Supabase

Step-by-step security guide.

Is Supabase Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Supabase app automatically.

Supabase vs Appwrite Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

SUPABASE VS APPWRITE SECURITY

Side-by-side security comparison of Supabase and Appwrite. Authentication, database security, API security, and self-hosting compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.

Tabnine Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Tabnine

Step-by-step security guide.

Is Tabnine Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Tabnine-generated code automatically.

Terms of Service | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Important: Not a Penetration Test. VibeEval is an automated security scanning tool, not a penetration test or comprehensive security audit. Our scans are designed to be non-invasive and safe, which means they may not detect all vulnerabilities. For complete security assurance, we recommend supplementing VibeEval scans with professional penetration testing services.

1. Acceptance of Terms

By accessing or using VibeEval (“Service”), you agree to be bound by these Terms of Service. If you do not agree to these terms, do not use our Service.

Turso Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Turso

Step-by-step security guide.

Is Turso Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Turso database access automatically.

Upstash Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Upstash

Step-by-step security guide.

Is Upstash Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Upstash services automatically.

V0 Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items (marked in red) before deploying to production.

How to Secure V0

Step-by-step security guide.

Is V0 Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your application automatically.

V0.dev Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

V0.dev generates React components and UI code with AI. While primarily frontend, these components often handle user data and can introduce client-side security vulnerabilities.

Enter your V0.dev app URL

Common vulnerabilities we find in V0.dev apps

These are the most frequent security issues discovered in V0.dev applications. VibeEval automatically tests for all of these and more.

Client-Side Data Exposure

Sensitive data rendered in HTML or stored in browser storage without proper protection.

Veracode Alternative - VibeEval vs Veracode Comparison | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Veracode ships enterprise AppSec with AI-powered remediation — but at $42K+/year with hours-long scan times. VibeEval is built for AI-speed.

Vercel Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Vercel

Step-by-step security guide.

Is Vercel Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Vercel deployment automatically.

Vercel Security Hardening Guide for AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Vercel Defaults Are Not Production-Ready

Vercel’s default settings prioritize developer experience over security. Preview deployments are public by default, and security headers must be manually configured. AI-generated apps often miss these critical security configurations.

Vercel Security Checklist

Follow these 12 steps to harden your Vercel deployment. Critical items must be configured before launching to production.

Environment variable encryption

Ensure all sensitive environment variables are encrypted at rest and use Vercel’s built-in secrets management instead of plain text.

Vertical SaaS Security Case Study - Healthcare | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

This is an illustrative scenario. Names, details, and quotes are fictional.

Solo founder found patient data in logs of a Bolt-built clinic management app

The challenge

A solo founder with a nursing background built a small clinic management app with Bolt to help independent practitioners manage appointments and patient records. The app grew to 50 clinics through word of mouth. When a clinic asked for proof of security practices before renewing their annual contract, the founder realized they had never done any security testing. They suspected patient data might be leaking into application logs but had no way to verify.

Vibe Coding Security Checks - Comprehensive Security Verification | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Vibe coding security checks are systematic tests you run on AI-generated code to find vulnerabilities before deployment. The most important checks include scanning for exposed API keys, verifying row-level security policies, testing authentication flows for bypass vulnerabilities, and validating that sensitive operations happen server-side. The S.E.C.U.R.E. framework below organizes these checks into 6 repeatable steps.

Why does AI-generated code need special security checks?

AI-generated code needs special security checks because AI models reproduce patterns from training data without understanding your threat model. This creates five distinct challenges:

Vibe Coding Security Risks: The Complete List (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why are vibe-coded apps vulnerable?

AI models optimize for working code, not secure code. They reproduce patterns from training data without understanding your threat model. The result: apps that work perfectly in demos but expose user data, payment flows, and admin access in production.

What are the code generation risks in vibe coding?

Hallucinated Security Functions

AI invents non-existent security libraries or methods that look legitimate but provide zero protection. Your app appears secure but has no actual defenses.

Vibe Hacking: How Attackers Exploit AI-Generated Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Why vibe-coded apps are easy targets

AI coding tools generate predictable patterns. Once you have seen one Lovable app, you have seen them all. The same Supabase key exposure, the same missing RLS, the same client-side auth. Attackers know these patterns and scan for them at scale.

Common Attack Vectors

Exposed Supabase/Firebase Keys

View page source, grab the anon key, and query the database directly. Most vibe-coded apps have no Row-Level Security policies, so every table is readable.

VibeEval - Automatic Security Testing for AI-Generated Web Apps

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval — A gentler security check for the apps you built in a hurry

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval for Testing Vibe-Coding Apps with Lovable, Cursor, and Bolt

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval is your go-to tool for catching bugs, securing your code, and stress-testing your vibe-coded apps built with tools like Lovable, Cursor, and Bolt. Its AI agents simulate real users, run full browser tests, and sniff out vulnerabilities so you can launch with confidence. Here are some practical use cases to show how VibeEval keeps your projects tight.

1. Catching UI Bugs in a Lovable-Generated Landing Page

You’ve just used Lovable to whip up a sleek landing page for your new e-commerce store. You described it in plain English, and boom—Lovable generated a responsive React app with Tailwind CSS. It looks dope, but you’re worried about broken links, misaligned buttons, or forms that don’t submit on mobile.

VibeEval Security Scanner vs Reka Vibe-Eval Benchmark | Not the Same Product

Mon, 01 Jan 0001 00:00:00 +0000

If you searched for “Vibe Eval” and landed here wondering about multimodal AI benchmarks, you’re in the wrong place.** VibeEval (vibe-eval.com) is an AI-powered security scanner for web applications**—not a benchmark suite for evaluating language models. This article clarifies the difference.

Quick Summary

VibeEval (this site): Security vulnerability scanner for apps built with Lovable, Bolt, Cursor, and other AI coding tools
Reka Vibe-Eval: Open benchmark suite for measuring multimodal language model performance

What is VibeEval Security Scanner?

VibeEval is a security testing platform designed specifically for web applications built using AI coding assistants like Lovable, Bolt.new, Cursor, v0, and Claude Code.

VibeEval Use Cases - Security Testing for Developers, Startups & Enterprises

Mon, 01 Jan 0001 00:00:00 +0000

Discover how VibeEval’s AI-driven security testing protects web applications for developers, startups, agencies, and enterprises.

1. Solo Developer Building a Web App

Challenge: A solo developer is creating a web app and needs affordable, automated security testing to ensure it’s safe before launch.

How VibeEval Helps:

Basic Plan ($7/month) offers 2 projects with common vulnerability detection and monthly monitoring.
AI testing agents scan code for flaws like SQL injection or XSS, delivering HTML reports for quick fixes.
Environment variable guides help secure sensitive data without complex setup. Outcome: The developer launches a secure app with confidence, saving time and avoiding costly post-launch fixes.

2. Startup Scaling with Multiple Projects

Challenge: A startup with a small team is managing multiple web apps and needs comprehensive security without slowing development.

VibeEval vs Competitors: Best Vibe Coding Security Tools in 2025

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval: A Vibe-Friendly Alternative to Snyk for Testing AI-Generated Apps

Mon, 01 Jan 0001 00:00:00 +0000

VibeEval is your go-to tool for catching bugs, securing your code, and stress-testing your vibe-coded apps built with tools like Lovable and Bolt.new. Our AI agents simulate real users, run full browser tests, and sniff out vulnerabilities so you can launch with confidence.

Use Case 1: Catching Bugs Before Your Lovable App Goes Live

Scenario

Sarah, a non-technical entrepreneur, used Lovable.dev to vibe-code a small e-commerce site for her handmade jewelry business. She described her idea in plain English, and Lovable’s AI whipped up a functional app with a Supabase backend and Stripe payments. It looks great, but Sarah’s worried—does it actually work across browsers? And what if there are hidden bugs?

Vulnerability Scanner Comparison for AI Apps | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Choose the Right Scanner

Not all vulnerability scanners are effective for AI-generated code. Many tools produce excessive false positives or miss logic vulnerabilities. Choose scanners that understand modern frameworks and can handle unconventional code patterns.

Scanner Evaluation Checklist

Follow these 10 steps to choose the best vulnerability scanner for your needs. Critical items should be evaluated before committing to a tool.

Define scanning requirements

Identify the types of vulnerabilities you need to detect based on your application stack and architecture.

Vulnerability Scanning vs AI Pentest: Why Scanners Aren't Enough | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Scanners Create False Confidence

Passing a vulnerability scan does not mean your app is secure. Scanners miss the vulnerabilities that actually get exploited.

What Scanners Find

Traditional vulnerability scanners are good at detecting known, cataloged issues. But they operate on pattern matching, not understanding.

Known CVEs

Scanners match software versions against public vulnerability databases to flag known issues.

Missing Headers

Detects missing security headers like CSP, HSTS, X-Frame-Options, and other HTTP response configurations.

Webflow Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Webflow

Step-by-step security guide.

Is Webflow Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your Webflow site automatically.

Windsurf Security Checklist | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Complete all critical items before deploying to production.

How to Secure Windsurf

Step-by-step security guide.

Is Windsurf Safe?

In-depth security analysis.

Automate Your Checklist

Let VibeEval scan your application automatically.

Windsurf Security Scanner - Find Vulnerabilities | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

Windsurf combines AI assistance with a full IDE experience. Applications built with Windsurf benefit from the speed of AI but need security validation before deployment.

Enter your Windsurf app URL

Common vulnerabilities we find in Windsurf apps

These are the most frequent security issues discovered in Windsurf applications. VibeEval automatically tests for all of these and more.

Vulnerable Dependencies

AI may suggest packages with known security vulnerabilities.

Exposed Credentials

API keys and secrets in code instead of environment variables.

Windsurf vs Cursor Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

The bottom line

Neither Windsurf nor Cursor is inherently more secure. Both send your code to external servers, both generate code with similar vulnerability patterns, and both require you to review generated code for security issues. The real risk is in the code they produce, not the IDE itself.

Data Privacy

Code Generation Security

Extension & Plugin Security

Enterprise Security

Security risks unique to each

Cursor-specific risks

Multi-model routing: Code may be sent to OpenAI, Anthropic, or Google depending on settings. More vendors = more attack surface.
Composer agent: Can create/modify files and run terminal commands autonomously. A compromised prompt could execute arbitrary code.
.cursorrules injection: Malicious repos can include .cursorrules files that alter code generation behavior when cloned.

Windsurf-specific risks

Cascade persistence: Cascade maintains context across sessions. A prompt injection in one session could affect future sessions.
Codeium telemetry: Windsurf collects usage data for model improvement. Review their data processing agreement for your compliance needs.
Supercomplete feature: Proactively suggests code changes that may introduce security issues if accepted without review.

How to secure code from either IDE

Run automated security scans on every commit, regardless of which IDE generated the code

Windsurf vs GitHub Copilot Security Comparison (2026) | VibeEval

Mon, 01 Jan 0001 00:00:00 +0000

WINDSURF VS COPILOT SECURITY

Side-by-side security comparison of Windsurf and GitHub Copilot. Data privacy, code generation risks, agent capabilities, and enterprise features compared.

This page was imported from the VibeEval source. Full content is being migrated — in the meantime, run a scan or explore related pages below.