Cursor code review, from prototype to a production-ready codebase
Cursor writes in hours what used to take days, but fast AI iteration does not mean production ready. Veriploy reviews the repo, architecture, security, CVEs and infrastructure of your Cursor-built app and keeps the code under ongoing technical oversight afterwards, instead of stopping at a one-off check.
- Snapshot from 249 €
- Fixed monthly plans
- Repo + CVE + infrastructure
- German point of contact
Technical point of contact
Timo Wevelsiep
Software engineer, cloud architect, founder & managing director
I review code, security and infrastructure and surface what is technically risky before launch, customer use or due diligence.
For questions like:
- Is this release ready for production?
- Which CVEs are really critical?
- Will the architecture carry the next users?
What Cursor does well, and where risks appear
Cursor is strong at quickly building features, boilerplate and refactors. That same speed creates gaps that only show up under load. These are the patterns we see most often in Cursor codebases:
- inconsistent error handling across different modules
- duplicated logic re-generated several times by prompt
- secrets and API keys in .env files or in the repository
- file upload without size, type and path checks
- missing integration tests despite many unit stubs
- architecture drift: a grown structure without clear boundaries
Why fast AI iteration needs regular review
With Cursor the codebase moves not per sprint, but per prompt. Every new feature adds new dependencies, every refactor can quietly break an assumption from the last iteration, and what was clean two days ago is already restructured today. A review from yesterday often describes a codebase that no longer exists in that form.
Cursor optimises for working code, not for long-lived architecture or security. The editor does not warn you when the same logic appears for the fourth time, when an upload endpoint stays unchecked, or when an outdated dependency brings a known CVE along. Those decisions are still made by humans, or by no one.
That is why fast AI iteration and regular review belong together. Not as a brake, but as a guardrail: spotting architecture drift early, closing security gaps before the next feature, and keeping the codebase production ready step by step instead of starting one big cleanup project at the end.
What Veriploy reviews
We look at the points that decide production readiness and rank every finding by severity. We review:
- Repo and architecture: structure, duplicated logic, dependencies, drift
- Security and access control: auth, roles, exposed secrets, upload paths
- CVEs and dependencies: known vulnerabilities in the packages you use
- Error handling and tests: consistency, integration tests, edge cases
- Infrastructure, deployment, backups and monitoring
- Production readiness: what is still missing before real users
One review is not enough: ongoing reviews
A one-off check describes the state on a single day. With Cursor code that state goes stale fast: every iteration adds new paths, new CVEs surface every week, and the architecture shifts with every larger prompt. An action plan that is four weeks old often no longer fits the code.
You get the app reviewed once (Snapshot or Baseline) and then keep it under ongoing technical oversight with Watch, Guard or Launch. That turns the one-off photo into continuous oversight that keeps up with the pace of your iterations.
That keeps the risk dashboard current: new dependencies and CVEs are watched continuously, risky changes are flagged early, and before larger releases you get a human judgement instead of an automated score.
Snapshot vs. Baseline vs. ongoing plan
You start with a one-off review and then decide whether ongoing reviews make sense. Prices are fixed and transparent.
| Snapshot 249 € | Baseline 490 € | Plan from 299 €/mo | |
|---|---|---|---|
| Scope | Automated scan plus a short manual look at 1 repo | Deep initial baseline: repo, architecture, dependencies, config | Recurring reviews based on the baseline |
| Result | The 5 most important risks, 1-page risk dashboard | Risk dashboard, CVE baseline, secrets check, architecture notes | Recurring reports with fix prioritisation |
| CVEs and dependencies | Point-in-time snapshot | Full baseline as a reference point | Ongoing CVE and dependency monitoring |
| Support | One-off | One-off, with a recommendation for the right plan | Async sparring and a direct channel by plan |
| Best for | First assessment, small budget | Clean starting point before any plan | Cursor projects that evolve fast |
What a finding looks like
Upload endpoint accepts arbitrary file types and paths without validation, possible path traversal and storage abuse. Recommendation: enforce a type allow-list, a size limit and a server-side target path.
One-off check or ongoing reviews?
| One-off check | Veriploy ongoing | |
|---|---|---|
| Timing | Point-in-time snapshot on a fixed date | Continuous, with every new iteration |
| CVEs and dependencies | State on the review day | Ongoing monitoring with alerts |
| Architecture drift | Not covered | Drift and duplicates are flagged early |
| Before a release | Another check needed | Human judgement included in the plan |
| Assessment | Action plan at the end | Human prioritisation, not just a score |
Frequently asked questions
Do you only review Cursor code?
No. We review the repository, not the tool. Code from Cursor can be reviewed just like code from Claude Code, Lovable, Bolt or hand-written code. Cursor is in focus here only because fast AI iteration produces architecture drift and duplicated logic especially quickly.
Is this a penetration test?
No. Veriploy is an ongoing technical review of repo, architecture, security, CVEs and infrastructure, not a classic pentest. A pentest can complement it well when you want to simulate targeted attacks. We continuously check whether your Cursor code is production ready.
Do you also do the fixes?
Not within the plan. We review, prioritise and explain what needs to be done, such as merging duplicated logic or securing an upload endpoint. Implementation runs separately through Wevelsiep Advisory or WZ-IT, or your own team. That keeps the review independent from the implementation.
Do you need repo access?
Yes, read-only by default. Read access to the repository is enough for the review. We do not need write access, because we do not commit the fixes ourselves.
What does it cost?
The entry point is fixed: Snapshot 249 € and Baseline 490 € as one-off reviews. Ongoing reviews start at 299 € per month (Watch), then Guard at 749 € and Launch at 1.490 € per month. All prices are net plus VAT, plans cancellable monthly.
How fast do I get results?
We usually deliver the Snapshot within a few business days. The Baseline takes a little longer because it goes deeper. On an ongoing plan you get regular reports and a prompt heads-up on critical CVEs.
- Get your Claude Code project reviewed, architecture, security and infrastructure in view
- CodeRabbit alternative? When a tool is enough and when a human should look at the repo, CVEs and infrastructure
- AI code review tool or human technical oversight?
- Get your AI app reviewed, with ongoing technical oversight instead of a one-off gut check
Get your Cursor code reviewed and keep it monitored afterwards.
Start with Snapshot or Baseline, then ongoing reviews in the plan that fits.