AI / Agents Agents

How can I tell if a vibe-coded app is safe to install?

More apps and tools are now built entirely by prompting AI, and users have no way to judge whether anyone reviewed the code, whether a prompt injection slipped something in, or whether the app will be abandoned in a month.

Who has it: Developers and tech savvy users who install open source tools, browser extensions and indie apps, and IT teams approving software.

7.5Score / 10

Severity7/10
Feasible today8/10
Market signal7/10
Competition gap8/10

Heard in public

“But if the app is not even created by a programmer whats stopping prompt injection from including some virus in the app?”

Quoted word for word from the public post linked below. Nobody submitted it to Real Problem AI.

Ask HN "Are you hesitant to install vibe-coded apps?", 14 October 2026, 25 comments.

What nothing does yet

A trust label for small apps and repos: scan the code and dependencies, detect hidden network calls and install scripts, check maintenance activity and who reviewed what, and show a simple badge and report anyone can read before installing.

Tools that solve this

3 named so far, and where each one stops.

OpenSSF Scorecard and Socket
Score repo hygiene and dependency risk, not how the code was produced or reviewed.
Asking an AI to audit the repo
What many users already do, inconsistently.
App store review
Only for apps in the official stores.

How you might build it

01Static analysis and secret scanning
02Install script sandboxing
03Dependency risk scoring
04Maintenance and review signals from GitHub
05Embeddable trust badge

#NOV24 · Canonical URL: https://www.realproblem.ai/idea/how-can-i-tell-if-a-vibe-coded-app-is-safe-to-install

How can I tell if a vibe-coded app is safe to install?

Heard in public

What nothing does yet

Tools that solve this

How you might build it

Related AI / Agents problems