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auth_handler.py - SecureCode - Visual Studio Code
SecureCode Security
auth_handler.py
JS
config.js
src>auth_handler.py>authenticate_user
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from flask import request, jsonify
import sqlite3
def authenticate_user(username, password):
# AI-generated authentication function
conn = sqlite3.connect('users.db')
cursor = conn.cursor()
query = f"SELECT * FROM users WHERE username='{username}' AND password='{password}'"
SQL Injection Detected
cursor.execute(query)
return cursor.fetchone() is not None
# ⚠️ Critical: SQL Injection vulnerability!
main*
0 errors
SecureCode: Scanning...
Ln 8, Col 45UTF-8Python

Four Layers of Verification (In Action)

A multi-layered pipeline for accuracy.

~2 seconds

Semgrep Baseline

Deterministic static analysis using security rules. Same input always produces same output.

  • Catches obvious vulnerabilities instantly.
  • Feeds findings to Scout.
~8 seconds

Scout AI

Quick AI scan finds "suspicious patterns" in the whole file.

  • Returns ONLY line numbers + vulnerability types.
  • Accepts false positives—Juror filters them.
~5 seconds

Juror AI

Independent verification using DIFFERENT reasoning than Scout.

  • Uses VS Code Language Server to trace variable origins.
  • 60-70% of Scout findings marked SAFE here.
~12 seconds

Fixer (Adversarial)

Claude Opus generates a secure patch, then tests it against 6 bypass techniques.

  • Tests: Input validation, Type coercion, Unicode...
  • Only returns fix if ALL 6 tests pass.

Total scan time: ~15 seconds

How SecureCode Compares

Feature
SecureCode
Cursor
Review Tool
Independent AI + Rules
Same AI that wrote code
Verification Method
Rules + 2-layer AI + Testing
Pattern matching only
Miss Rate
15-20%
60-70%
Confidence Scores
YES (shown per finding)
NO (hidden)
Fix Verification
Adversarial testing (6 ways)
None
Cost
Free or $15/mo (per seat)
Included (bloated)
Can Use Together
✅ YES
✅ YES

"Don't compete. Complement.

SecureCode works alongside your AI editor.
Cursor writes. SecureCode verifies.

Seamless Integration

Works With
Your Tools

Zero friction. SecureCode runs where you work.

vscode
cursor
antigravity

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Free

$0/ month

Basic features for personal exploration.

  • 1 AI scan per day
  • 1 AI Fix per month
  • Basic security findings
  • Standard support
  • Account-based access

Perfect for:

  • Getting started
  • Personal projects
  • Trying it out
MOST POPULAR

Pro

$15/ month

For developers who code daily.

  • 200 AI scans per month
  • 15 AI Fixes per month
  • All features included
  • Works with any code (AI or human)
  • Priority support
  • Early access to new features

Perfect for:

  • Daily active developers
  • Indie hackers
  • Small teams (1-3 developers)

Lifetime

$349ONE-TIME

For long-term users.

  • 200 scans per month (forever)
  • 15 fixes per month (forever)
  • All Pro features, lifetime
  • All future features included
  • Priority support

Status: 4 spots available

(Limited to 4 early adopters)

Breakeven:

Pays for itself in ~8 months (vs annual Pro subscription)

Frequently Asked Questions

Everything you need to know about SecureCode.