See CodeSecurity in action on real open-source projects.

Experience how CodeSecurity finds real, exploitable security vulnerabilities — and tracks them to verified resolution — without connecting your own repository.

These demos are generated directly from popular open-source projects, exactly as they appear in Everdone.

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Just real securityreviews

Why we created these demos

Security tools are hard to evaluate from promises or screenshots. So we reviewed well-known open-source repositories — frameworks, libraries, and tools your team already uses — with CodeSecurity.

What you'll see:

Real security vulnerabilities surfaced by AI
Clear severity levels (High / Medium / Low)
Exploit-focused explanations and impact context
Actionable fixes with example code
Issues tracked through security review states
Real-world complexity handled thoughtfully

This is exactly what CodeSecurity produces when you run it on your own code.

See it in action

Explore real AI-powered security reviews from popular open-source projects — exactly how vulnerabilities appear, get tracked, and get verified in Everdone.

Next.js

AI-reviewed PRs highlighting bugs, security risks, and performance issues in a modern React framework.

View security review

FastAPI

AI code review for a high-performance Python API, with clear issue severity and fix suggestions.

View security review

Express.js

PR and branch reviews for Node.js web apps, surfacing reliability and performance concerns.

View security review

React

Component-level code reviews identifying potential bugs and optimization opportunities.

View security review

Socket.io

AI analysis of real-time communication code, flagging edge cases and performance risks.

View security review

NestJS

Structured backend code reviewed for correctness, security, and maintainability.

View security review

Django REST Framework

AI-powered review of enterprise-grade APIs, highlighting security and logic issues.

View security review

Pandas

Function-level reviews for complex data processing code, with performance and correctness insights.

View security review

Hugo

Static site generator code reviewed for bugs and inefficiencies across core logic.

View security review

Rustlings

Educational Rust code reviewed for correctness and best-practice improvements.

View security review

Terraform

Infrastructure-as-code reviews identifying configuration risks and performance concerns.

View security review

ZAP (OWASP)

Security automation code reviewed with a focus on vulnerabilities and defensive gaps.

View security review

What to look for in these demos

When exploring the security reviews, notice:

The clarity of each vulnerability explanation

How severity reflects real-world impact

How exploitability is explained (not just flagged)

The usefulness of suggested fixes

How issues are assigned and tracked

How re-reviews verify fixes

How CodeSecurity handles large, complex, or security-critical codebases

These are the same signals you'll see when reviewing your own repositories.

Ready to try it on your own repo?

You've seen how CodeSecurity works on widely used open-source projects. Now see how it helps your team find, fix, and verify security issues in your own code.

Start with 200 files free

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How these reviews were created

Forked each open-source repository

Imported it into Everdone

Selected PRs, branches, or representative files

Ran CodeSecurity

Made the results publicly viewable as live demos

Everything you see here is exactly what CodeSecurity produces — no edits, no manual tweaks, no smoke and mirrors.

FAQ

Turn security findings into verified fixes — not forgotten reports.

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