Tailwind CSS app built with GPT Engineer? Let’s review it.
Expert code review for Tailwind CSS apps built with GPT Engineer. We find GPT Engineer-specific bugs, fix Tailwind CSS security issues, and optimize performance. From $19.
GPT Engineer issues we find in Tailwind CSS projects
Problems specific to GPT Engineer's code generation patterns when building Tailwind CSS apps.
No authentication system
GPT Engineer generates functional UIs but typically skips authentication entirely. All routes and data are publicly accessible.
Direct database access from client
Some generated apps query databases directly from the frontend without an API layer, exposing database credentials and structure.
Incomplete feature implementations
Features that look complete in the UI but don't actually work end-to-end. Buttons that don't submit, forms that don't save, and links that go nowhere.
Missing error boundaries
A single component error crashes the entire application. No error boundaries or fallback UIs to gracefully handle failures.
Tailwind CSS issues we check for
Common Tailwind CSS problems that affect production readiness.
Inconsistent spacing and sizing
AI tools use arbitrary values (px-[17px]) instead of Tailwind's spacing scale, creating visual inconsistency across the app.
Missing responsive breakpoints
Components designed for desktop only. Mobile layouts break or are unusable because responsive classes weren't added.
Oversized CSS bundle
Unused classes not purged, custom CSS duplicating Tailwind utilities, and unnecessary safelist entries bloating the stylesheet.
No design tokens in config
Colors, fonts, and spacing hardcoded in classes instead of defined in tailwind.config. Changes require find-and-replace across the entire codebase.
Start with a self-serve audit
Get a professional review of your GPT Engineer Tailwind CSS project at a fixed price.
External Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 vulnerability check
- SSL/TLS configuration analysis
- Security header assessment
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerability analysis
- Code quality review
- Dependency audit
- Architecture review
- Expert + AI code analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
Frequently asked questions
Can you review Tailwind CSS code generated by GPT Engineer?
Yes. We regularly audit Tailwind CSS projects built with GPT Engineer and understand the specific patterns and issues it introduces. Our review covers security, performance, and deployment readiness.
What Tailwind CSS issues does GPT Engineer typically create?
Common issues in GPT Engineer-generated Tailwind CSS code include: no authentication system, direct database access from client, incomplete feature implementations. Combined with Tailwind CSS-specific concerns like inconsistent spacing and sizing and missing responsive breakpoints.
How do I make my GPT Engineer Tailwind CSS project production-ready?
Start with our code audit ($19) to get a prioritized list of issues. For GPT Engineer-built Tailwind CSS projects, the typical path is: fix security gaps, address Tailwind CSS-specific performance issues, then configure deployment. We provide a fixed quote after the audit.
How much does it cost to review GPT Engineer-generated Tailwind CSS code?
Our code audit starts at $19 and covers security, performance, architecture, and deployment readiness. For fixes, our Fix & Ship plan is $199. Larger projects get a custom fixed quote — no hourly billing or surprises.
Related resources
GPT Engineer Services
Tailwind CSS Reviews
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