Production-Ready Review for Cursor Codebases
AI-assisted code from Cursor moves fast — now it needs a senior engineering review before launch.
Cursor is a powerful way for a small team to ship features quickly, with AI handling boilerplate and even multi-file changes via Composer. The risk isn't any single AI suggestion — it's the accumulation of slightly different patterns, dependencies, and shortcuts across hundreds of AI-assisted commits.
We run a focused audit of Cursor-built codebases, looking specifically at architecture consistency, security-sensitive code, and test coverage — the three areas most likely to hide problems that won't surface until production.
Common Issues We Find
- Inconsistent patterns across the codebase as different AI sessions solved similar problems differently
- Generated code that duplicates existing utilities or bypasses established abstractions
- AI-suggested dependencies added without review, increasing bundle size and security surface
- Security-sensitive code (auth, payments, data access) generated without a security review
- Sparse or missing tests for AI-generated features, especially edge cases
How We Fix It
- Establish or enforce a consistent architecture and shared component/utility library
- Refactor duplicated logic into shared, reusable modules
- Audit dependencies, remove unused packages, and address known vulnerabilities
- Security review and hardening of auth, payments, and data-access code (OWASP Top 10)
- Add tests around critical paths and set up CI to catch regressions going forward
Frequently Asked Questions
We've been using Cursor for months — do you need to review the whole codebase?
We start with a focused audit covering architecture, security, and performance hotspots rather than reviewing every line, so we can scope a fixed price efficiently.
Will you tell our team how to use Cursor more effectively going forward?
If useful, yes — we can suggest conventions, prompts, and review practices that keep AI-assisted code consistent with your architecture.
Can you join an existing team that's still actively developing?
Yes. We're used to joining mid-flight projects and coordinating with existing engineers and AI-assisted workflows.
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Learn moreReady to get your Cursor app to production?
Our AI App Rescue package covers exactly this — fixed price, two weeks, no rewrite required.
View AI App Rescue Package