SaaS & BusinessMedium

VibeAudit

A one-shot CLI that scores any repo for production readiness across idempotency, observability, error handling, secrets management, and migration safety.

Target market
Indie hackers and pre-Series-A startups who shipped a Claude-built MVP and want to know what is going to break before they get a customer.

Problem snapshot

What this solves

Red Hat's Feb 2026 article called out that vibe-coded logic routinely omits idempotency and observability, and Gitar raised $9M for exactly this pain. Founders ship a Claude-built API that loses money the first time Stripe retries a webhook, then spend a weekend retrofitting structured logs and idempotency keys they should have had on day one.

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