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  • Critical: No contact email is configured, so the site has no working way to reach you. Set up the ImprovMX alias, then set email in src/config/site.ts.
  • Incomplete: Team facts (location, stacks) are unset. The About page is showing an explicit placeholder instead of real claims. Get the real details from Benson and fill in team.* in src/config/site.ts. Never invent these.

This banner is generated from src/config/site.ts and disappears by itself once every item is resolved. Run npm run check:launch to verify from the terminal. The full launch sequence is in the repository README.

Vibe Code Engineers

What each AI builder leaves you to fix

Comparisons of these tools almost always rank them on features. The more useful question, once you have already built something, is what each one deliberately does not handle — because that is the work still waiting for you.

These are deliberate product boundaries far more often than they are defects. Every tool below is good at what it sets out to do, and several are genuinely remarkable. Nothing here is a recommendation to switch tools.

Lovable

Lovable

A prompt-driven builder that generates a complete React web application with a Supabase backend attached, and syncs the code to a GitHub repository you own.

What it leaves you to build →

Replit Agent

Replit

An agent inside Replit's browser-based development environment that builds, runs, and deploys full-stack applications without leaving the platform.

What it leaves you to build →

Bolt.new

StackBlitz

A prompt-driven builder from StackBlitz that generates and runs full applications entirely inside the browser, using WebContainers to execute Node without a server.

What it leaves you to build →

v0

Vercel

Vercel's generative interface tool. It turns descriptions and images into React components and page layouts, with an emphasis on the frontend.

What it leaves you to build →

Cursor

Anysphere

An AI-native code editor that works on your own repository, in whatever language and framework you already use. It is a development tool rather than a hosted app builder.

What it leaves you to build →

Claude Code

Anthropic

Anthropic's agentic coding tool, run from the terminal or an editor. It works directly in your repository, reads files, runs commands, and makes multi-step changes.

What it leaves you to build →

Windsurf

Windsurf

An AI-native editor whose agent works across a whole repository, capable of long multi-file runs with limited intervention.

What it leaves you to build →

Base44

Wix

An all-in-one app builder, acquired by Wix, that generates applications with database, authentication, and hosting provided by the platform itself.

What it leaves you to build →

Assessments last reviewed 2026-07-20. These products ship changes constantly — if something here has gone out of date, tell us and we will correct it.

Not sure how bad it is? That's the normal starting point.

Tell us what you built and what's worrying you. If the honest answer is that you don't need us, we'll say so.

Request a Codebase Review