Testing for your Codex CLI-built Python app
Expert testing for Python apps built with Codex CLI. We audit Codex CLI-generated Python code for testing issues. From $19.
Codex CLI issues we find in Python projects
Problems specific to Codex CLI's code generation patterns when building Python apps.
API keys and secrets written directly into generated source files
Codex CLI generates code with placeholder credentials that developers often replace with real values inline, leaving secrets committed to version control. There is no .env scaffolding or secret management setup by default.
No authentication or authorization on generated API endpoints
When Codex generates Express or FastAPI backends, routes are created without middleware for authentication, meaning every endpoint is publicly accessible immediately after deployment.
Single-file output breaks apart for any real project structure
Codex frequently outputs all logic into one or two files rather than organizing code into modules, services, and utilities — making the result hard to maintain and extend as the codebase grows.
Python testing issues we check for
Testing-specific Python problems that need attention before production.
Django debug mode in production
DEBUG=True left enabled in production, exposing stack traces, database queries, and configuration to attackers.
Missing CSRF protection
CSRF middleware disabled or bypassed for convenience, allowing cross-site request forgery attacks.
Insecure deserialization
Using pickle or yaml.load with untrusted data, enabling remote code execution.
What our testing covers
Everything included when we testing your Codex CLI Python project.
Start with a self-serve audit
Get a professional testing of your Codex CLI Python 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.
How it works
Three steps to get your Codex CLI Python app production-ready.
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 testing my Codex CLI-built Python app?
Yes. We regularly handle testing for Python projects built with Codex CLI. We understand Codex CLI's code patterns and the specific Python issues they introduce. Our review covers the full stack from frontend to backend.
What Python testing issues does Codex CLI typically create?
Common testing issues in Codex CLI-generated Python code include: api keys and secrets written directly into generated source files, no authentication or authorization on generated api endpoints, single-file output breaks apart for any real project structure. On the Python side, we often find: django debug mode in production, missing csrf protection, insecure deserialization.
How much does testing cost for a Codex CLI Python project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on testing work on Codex CLI-built Python projects, we provide a fixed quote after reviewing the audit results. No surprises.
Related resources
Other Python Technologies
Other Codex CLI Python Services
Get testing for your Codex CLI Python app
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.