Adding OpenAI API to your Jules app? Let us review it.
Expert review for OpenAI API integrations built with Jules. We fix Jules-generated OpenAI API code for security, error handling & production readiness. From $19.
Common Jules issues affecting integrations
PRs may conflict with concurrent team changes
Jules works asynchronously on tasks that may take hours. While it's working, your team continues committing. The resulting PR can conflict with merged changes in ways that are complex to resolve.
Security-sensitive PRs need careful human review
Jules implements security fixes and auth changes autonomously. Without careful review, a PR that looks correct can introduce subtle security regressions in adjacent code paths.
Jules may not understand implicit project conventions
Jules reads your codebase but can miss undocumented team conventions — naming patterns, error handling styles, and architectural decisions that aren't expressed in code.
OpenAI API issues we find in Jules 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 Jules-built OpenAI API integration?
Yes. We regularly audit OpenAI API integrations in Jules-built apps. We check for proper error handling, security best practices, and production-ready configuration.
What OpenAI API issues does Jules typically create?
Common issues in Jules-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 Jules 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 Jules Integrations
Need help with OpenAI API in your Jules app?
Tell us about your integration. We'll respond within 24 hours with a clear plan and fixed quote.