Vibe Code Security - Argus

Moving Fast? Don't Break Security.

AI coding tools are incredible for speed. They are not built for security. When Cursor writes your auth logic or Copilot suggests a database query, nobody is checking for SQL injection, insecure defaults, or vulnerable dependencies. NexusVoid does.

THE PROBLEM

AI Writes Code Faster Than Security Can Review It

The review process that used to catch security issues has been eliminated. Speed is the feature - and the vulnerability.

45%
Of AI-generated code ships with security flaws

AI coding tools are optimized for working code, not secure code. They pull patterns from training data that may include vulnerable examples.

0
AI code generators run SAST on their output

Cursor, Copilot, and Claude do not scan what they write. That gap between generate and review is where vulnerabilities live.

10x
Faster shipping means 10x more surface area

Vibe coding removes friction from development. It also removes friction from introducing SQL injection, XSS, and hardcoded secrets.

HOW IT WORKS

Security That Runs in the Background

No new workflow. No security reviews to schedule. Just a layer that catches problems before they become incidents.

01

Connect Your Repo

Point NexusVoid at your GitHub, GitLab, or Bitbucket repository. Argus integrates in under 10 minutes and immediately begins scanning your existing codebase for issues.

02

Scan Every AI-Assisted Commit

Every time a developer pushes code - whether they wrote it by hand or generated it with Cursor - Argus runs SAST, SCA, and secrets scanning automatically.

03

Fix Issues Before They Ship

Findings appear in the PR interface with severity, context, and a fix. Developers can remediate without ever leaving their workflow. Blocking findings halt the merge.

CAPABILITIES

Catch What AI Missed

SAST for AI-Generated Code

Static analysis tuned for the patterns AI tools commonly produce - overly permissive SQL, unsafe deserialization, missing input validation, and more. Runs on every commit.

SCA Dependency Scanning

AI assistants often suggest packages without checking CVE status. Argus scans every dependency your AI code introduces and flags anything with known vulnerabilities.

AIBOM for AI Models

If your vibe-coded app uses an AI model or API, we generate an AIBOM - an AI Bill of Materials that tracks the model, its version, and any known security advisories.

CI/CD Security Gates

Block risky code from merging. Set thresholds - critical CVEs, high-severity SAST findings, exposed secrets - and enforce them automatically in your existing pipeline.

Instant Remediation Guidance

Every finding includes a specific fix, not just a description of the problem. Developers get a clear, actionable patch - in the language and framework they are using.

Developer Karma Score

Track how security-conscious each developer is over time. Karma scores surface who introduces the most risk and who cleans it up - useful for code review prioritization.

WHO IT'S FOR

For Developers Who Ship With AI

Developers Using Cursor or Copilot

You ship fast. That is the point. NexusVoid adds a security layer that runs silently in the background - you only notice it when something actually needs your attention.

Vibe Coders and Solo Founders

Building a product without a team means security is entirely on you. Argus is the equivalent of having a security engineer review every line you - or your AI - writes.

Engineering Leads at Fast-Moving Startups

Your team moves quickly and uses AI tools constantly. You need automated gates that catch the obvious mistakes before they become CVE disclosures or customer incidents.

Built for the vibe coding era

Ship Fast and Ship Secure

Connect your repo and get a security scan in minutes. See exactly what your AI tools introduced - and what to fix.