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AI writes code fast.
Security doesn't care.

91.5% of vibe-coded apps ship with at least one critical vulnerability

Based on a 2024 analysis of public AI-assisted projects on GitHub. Most introduce auth bugs, exposed secrets, or injection vectors within the first 100 commits.

AI coding tools optimize for working code, not secure code

LLM-generated code passes tests but rarely passes threat models. Models will happily write eval(req.body) if it makes the demo run.

You didn't write it, so you don't know what to audit

The classic vibe-coder bind: 50,000 lines of generated code, no mental model of any of them. Manual review is a non-starter.

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app.secureos.dev/repos/my-saas-app

my-saas-app · Overview

main · 2 min ago

Files scanned

847

Critical

2

High

4

Medium

6

Active agents

Sentinel

scanning · 32/47 files

PR #214

Auditor

watching 142 dependencies

live

Penetrator

last run: 4h ago · 0 issues

scheduled

Compliance Officer

SOC2 · 87% complete

5 items left

Findings · 12 open

filter: severity ↓

Severity	Finding	Location	Agent	Age
CRITICAL	SQL injection via string concat	db.py:34	Sentinel	2m
CRITICAL	Hardcoded API key	auth.js:12	Sentinel	2m
HIGH	CORS wildcard origin	config.js:8	Sentinel	2m
HIGH	Missing rate limit on /invite	invite.ts:8	Sentinel	4m
HIGH	JWT signed with weak secret	jwt.ts:24	Sentinel	1h
HIGH	Outdated lodash with prototype pollution CVE	package.json	Auditor	3h
MEDIUM	Debug mode enabled in production	app.py:156	Sentinel	2m
MEDIUM	HTTPS not enforced on /healthz	server.ts:42	Penetrator	6h
MEDIUM	Stack trace exposed on 500 errors	middleware.ts:18	Penetrator	6h

Agents · 4 active

manage subscriptions →

Sentinel

35 rules · scanning

Auditor

142 deps · 24/7

Penetrator

last: 4h ago

Compliance Officer

SOC2 · 87%

Scout

PRO · paused

Architect

PRO · paused

Launcher

PRO · waiting on launch

Incident Responder

TEAM · paused

Scans · last 24 hours

12 runs · 0 failures

Time	Trigger	Files	Findings	Duration
2 min ago	push · main · a4f2c9a	47	4 new	1.2s
4 min ago	PR #214 · feat: invite endpoint	47	2 new	0.9s
1 h ago	push · feat-jwt · b7d12c1	52	0 new	1.4s
3 h ago	scheduled · Auditor	—	1 new CVE	3.1s
6 h ago	scheduled · Penetrator	—	2 medium	82s
12 h ago	push · main · 1e9a4b2	46	0 new	1.1s

Compliance · my-saas-app

Compliance Officer · TEAM

SOC 2 Type I

87%

GDPR

72%

HIPAA

43%

PCI-DSS

91%

Open items · SOC 2

Encryption at rest verified for production DB	missing
Quarterly access review documented	missing
Incident response runbook published	draft
Background checks for new hires	draft
Vendor SOC 2 reports collected	missing

github.com/acme/my-saas-app/pull/214

Open

feat: add user invite endpoint

#214 · opened 4 minutes ago by @vibemaster

secureos-sentinel commented on this pull request just now

CRITICAL src/api/invite.ts:23

SQL injection via string interpolation

21 const userId = req.body.userId; - 22 const query = `SELECT * FROM users WHERE id = '${userId}'`; + 22 const query = `SELECT * FROM users WHERE id = $1`; + 23 const result = await db.query(query, [userId]); 24

Why this matters: User input flows directly into the SQL string. An attacker could send ' OR 1=1; -- and read every row.

HIGH src/api/invite.ts:8

Missing rate limit on invite endpoint

6 import { Router } from 'express'; 7 const router = Router(); + 8 import rateLimit from 'express-rate-limit'; + 9 router.use(rateLimit({ windowMs: 60000, max: 10 })); 10 router.post('/invite', async (req, res) => {

2 issues blocking merge

Sentinel scan · 47 files · 1.2s · click Apply on each finding

2 open

app.secureos.dev/findings/SECOS-2191

CRITICAL SECOS-2191 · CWE-89

SQL injection via string interpolation in user invite handler

The userId value from the request body is interpolated directly into a SQL string before being sent to PostgreSQL. Because it never passes through the parameter-binding API, any character the user types is treated as SQL syntax.

Why Educator flagged this

This is one of the most common patterns AI coding tools produce: a template-literal query that "just works" against a local dev database. In production it lets an attacker dump your entire users table by sending ' OR 1=1; -- as the userId.

Recommended fix

- const query = `SELECT * FROM users WHERE id = '${userId}'`; - const result = await db.query(query); + const result = await db.query( + 'SELECT * FROM users WHERE id = $1', + [userId] + );

Likely attackers

opportunistic_scanner sqlmap data_exfil_attack credential_stuffing

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