Adding OpenAI API to your GPT Engineer app? Let us review it.
Expert review for OpenAI API integrations built with GPT Engineer. We fix GPT Engineer-generated OpenAI API code for security, error handling & production readiness. From $19.
Common GPT Engineer issues affecting integrations
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.
OpenAI API issues we find in GPT Engineer apps
API key exposed in client-side code
AI-generated code calls the OpenAI API directly from the browser using NEXT_PUBLIC_ prefixed environment variables, exposing your API key to every visitor.
No rate limiting or cost controls on proxy endpoint
Generated server-side proxy endpoints call OpenAI without rate limiting, allowing users to make unlimited requests and run up thousands of dollars in API costs.
Streaming response not handled correctly
AI tools implement chat streaming but don't properly handle stream errors, connection drops, or the [DONE] sentinel, causing hanging requests or missing response content.
Start with a self-serve audit
Get a professional review of your OpenAI API integration 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.
How it works
Tell us about your app
Share your project details and what you need help with.
Expert + AI audit
A human expert assisted by AI reviews your code within 24 hours.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Can you review my GPT Engineer-built OpenAI API integration?
Yes. We regularly audit OpenAI API integrations in GPT Engineer-built apps. We check for proper error handling, security best practices, and production-ready configuration.
What OpenAI API issues does GPT Engineer typically create?
Common issues in GPT Engineer-generated OpenAI API code include: api key exposed in client-side code, no rate limiting or cost controls on proxy endpoint, streaming response not handled correctly. We fix all of these in our code review.
How much does it cost to fix my OpenAI API integration?
Start with our code audit ($19) to get a complete list of OpenAI API issues. Most integration fixes are included in our Fix & Ship plan ($199). For complex integrations, we provide a custom quote after the audit.
What OpenAI API best practices does GPT Engineer typically miss?
AI tools often skip webhook signature verification, proper error handling for API failures, retry logic with exponential backoff, and secure token storage for OpenAI API. Our review checks all of these and provides specific fixes.
Related resources
More GPT Engineer Integrations
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