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production-ready

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VibeProd scans your GitHub repo, explains launch risks in plain English, and opens reviewable PRs to fix them — without touching your features.

Secrets · Auth · Privacy · CI/CD · Dependencies · Compliance

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✓Results in under 2 minutes✓Reviewable fix PRs✓Never auto-merges✓Works on any language
Launch Blockers

Exposed secrets, missing auth, broken deployments

Auth & Access

Sessions, login flows, permissions, SSO readiness

Data & Privacy

PII handling, consent flows, GDPR basics

Deployment Safety

CI/CD pipelines, secrets management, infra config

Code Health

Dependencies, test coverage, package vulnerabilities

Customer Trust

Privacy policy, audit logging, compliance signals

3
builders signed up
16
repos scanned
5
fix PRs raised
The AI Coding Paradox

AI gives you superhuman speed.
The bottleneck moved.

Cursor, Claude, Copilot — they've collapsed the time from idea to working code. A solo builder ships what used to take a team of five. But “working” and “production-ready” are two very different things.

The bottleneck is no longer writing features. It's the checklist that separates a prototype from something you can hand a real customer: secrets management, auth hardening, GDPR consent flows, CI/CD pipelines, dependency audits. The stuff a senior engineer used to review before merge. The stuff AI tools don't handle by default.

VibeProd is that review layer. It runs the checklist automatically, explains every issue in plain English, and opens a fix PR for you to approve — so you can stay focused on the business logic only you can write.

Before AI tools

Teams of 5 shipped what one person ships today. Code review was baked into the process by default.

The new bottleneck

Security, auth, compliance, infra config. The production checklist nobody handed to the AI.

With VibeProd

Automated review layer. Plain-English findings. Reviewable fix PRs. You stay in flow.

What VibeProd actually checks

Six dimensions. Every issue explained in plain English with a reviewable fix.

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Launch Blockers

Hardcoded API keys, tracked .env files, exposed credentials committed to source. Flagged with severity — critical issues are the first things you fix before any real user lands.

12 checks
⇑
Auth & Access

Unauthenticated admin routes, missing CSRF protection, JWT stored in localStorage, no session expiry, no rate-limiting on login endpoints. The things that let attackers in.

18 checks
⊕
Data & Privacy

No privacy policy, PII logged to the console, missing cookie consent banner, no GDPR data deletion path. Legally required before your first paying customer in most jurisdictions.

9 checks
⚙
Deployment Safety

No CI/CD pipeline, secrets stored as plain environment variables, no staging environment, missing health-check endpoints, Docker containers running as root.

14 checks
↓
Code Health

Dependencies with known CVEs, packages two or more major versions behind, no test suite, missing lockfile, unmaintained upstream packages that carry real supply-chain risk.

11 checks
✓
Customer Trust

Missing Terms of Service, no audit logging, no uptime or status page. Early SOC 2 and HIPAA readiness flags so you know what the compliance gap looks like before a customer asks.

8 checks
From the blog

Thinking about the AI coding gap

Practical writing for builders who ship fast and want to ship safe.

VibeProd mascot chilling after a fix
Production Readiness
The AI Coding Paradox: You Can Ship Fast. Can You Ship Safe?

Cursor and Claude collapsed the time from idea to working code. But "working" isn't "production-ready." Here's what the gap actually looks like and why it matters more than ever.

Security
5 Secrets Every AI-Built App Accidentally Leaks to GitHub

From .env files to hardcoded Stripe keys — these are the most common credentials we find in AI-built repos, and how to fix each one without breaking your deploy.

Compliance
Your SaaS Needs a Privacy Policy Before Its First Paying Customer

GDPR, cookie consent, data deletion, Terms of Service — the minimal viable compliance checklist for indie builders who shipped fast and forgot the legal layer.