Gemini Code
Security FAQ

Can Gemini Code (Google) apps be hacked?

Get instant answers about your app's security.

Short Answer

Yes — and for Gemini Code (Google) it isn't hypothetical. CVE: Gemini Code Command Execution Vulnerability demonstrated real exploitation in the wild. A CVE was disclosed for Gemini Code involving a command execution vulnerability.

Detailed Answer

CVE: Gemini Code Command Execution Vulnerability

A CVE was disclosed for Gemini Code involving a command execution vulnerability. This highlights the risk of AI coding tools that can execute system commands. Apps built during the affected period should be scanned for similar patterns.

Gemini Code (Google)-Specific Attack Vectors

These are the paths attackers actually take into Gemini Code (Google) applications — not a generic OWASP list, but what automated scanners and security researchers find when they look at Gemini Code (Google) apps specifically, given the stack (Supabase (Postgres + RLS) as the database):

  1. **Command Injection Patterns**: Gemini-generated code may include patterns vulnerable to command injection, echoing the CVE that affected the tool itself.

2. **Overly Broad GCP Permissions**: Generated IAM configurations and service accounts may have broader permissions than necessary.

3. **Hardcoded Google Cloud Credentials**: GCP service account keys and Firebase admin credentials may appear in generated code.

4. **Exposed Internal Services**: Cloud Run or App Engine configurations generated by AI may expose internal endpoints publicly.

**Supabase-Specific Risk**: Gemini Code (Google) apps typically ship with the public Supabase anon key embedded in frontend code. That is by design — but only works safely if Row Level Security is enabled on every table. Attackers routinely query Supabase endpoints directly using the anon key from your bundle. A single table without RLS is a full data leak.

Real-world example

A CVE was disclosed for Gemini Code involving a command execution vulnerability.

How these issues get discovered

This isn't targeted — automated scanners run across the entire internet looking for known patterns, and Gemini Code (Google) apps surface like everything else. Supabase URLs follow a predictable pattern (`*.supabase.co`), making Gemini Code (Google) apps easy to fingerprint. Once identified, the scanner probes the specific vulnerability classes listed above.

What a security scan of a Gemini Code (Google) app looks at

  • **Injection Scan** — Check for command injection and code execution vulnerabilities.
  • **Secrets Scan** — Detect GCP credentials and API keys in generated code.
  • **Auth Testing** — Verify authentication and IAM configurations.
  • **Service Exposure** — Check for exposed internal endpoints and services.

Security Research & Statistics

10.3%

of Lovable applications (170 out of 1,645) had exposed user data in the CVE-2025-48757 incident

Source: CVE-2025-48757 security advisory

4.45 million USD

average cost of a data breach in 2023

Source: IBM Cost of a Data Breach Report 2023

500,000+

developers using vibe coding platforms like Lovable, Bolt, and Replit

Source: Combined platform statistics 2024-2025

Expert Perspectives

There's a new kind of coding I call 'vibe coding', where you fully give in to the vibes, embrace exponentials, and forget that the code even exists.

Andrej KarpathyFormer Tesla AI Director, OpenAI Co-founder

Vibe coding your way to a production codebase is clearly risky. Most of the work we do as software engineers involves evolving existing systems, where the quality and understandability of the underlying code is crucial.

Simon WillisonSecurity Researcher, Django Co-creator

Check Your Gemini Code (Google) App's Security

VAS scans for all the security issues mentioned above. Get a comprehensive security report in minutes.

Get Starter Scan

More Questions About This Topic

How quickly can a Gemini Code (Google) app be hacked after it goes live?

For Gemini Code (Google), this isn't theoretical — CVE: Gemini Code Command Execution Vulnerability established the timeline. Once the vulnerability pattern became public, affected apps were discovered within hours via automated scanning of Gemini Code (Google)'s recognizable fingerprint. Any Gemini Code (Google) app deployed without a security check faces the same discovery window: minutes to hours, not days.

What do attackers look for first in Gemini Code (Google) apps?

Command Injection Patterns. Gemini-generated code may include patterns vulnerable to command injection, echoing the CVE that affected the tool itself. This is the highest-ROI finding for an attacker because it requires no interaction from the user and often exposes the full dataset at once. Secondary targets are overly broad gcp permissions and related misconfigurations.

Has any Gemini Code (Google) app actually been breached?

Yes. A CVE was disclosed for Gemini Code involving a command execution vulnerability. This highlights the risk of AI coding tools that can execute system commands. Apps built during the affected period should be scanned for similar patterns. This wasn't a flaw in Gemini Code (Google) itself — it was a misconfiguration in apps built with Gemini Code (Google) that a scanner would have caught pre-deployment. The same misconfiguration pattern continues to appear in new Gemini Code (Google) apps that launch without a security check.