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Scan your code for vulnerabilities, insecure dependencies, hardcoded secrets, and infrastructure misconfigurations. AI-powered triage helps you identify what's real and what's noise — so your team focuses on fixing what actually matters.

1 from flask import Flask, request
2 import sqlite3, os
3
4 app = Flask(__name__)
5
6 API_KEY = "sk-proj-4f8a...29xQ"
7
8 def get_user(user_id):
9 db.execute(f"SELECT * WHERE id={user_id}")
10 query = request.args.get("q")
11 os.system(f"grep {query} /var/log")
12 return jsonify(result)
1 <project>
2 <dependencies>
3
4 <dependency>
5 <groupId>org.apache.logging.log4j</groupId>
6 <artifactId>log4j-core</artifactId>
7 <version>2.14.1</version>
8 </dependency>
9
10 <dependency>
11 <groupId>com.fasterxml.jackson.core</groupId>
12 <version>2.9.8</version>
13 </dependency>
1 resource "aws_s3_bucket" "data" {
2 bucket = "acme-app-uploads"
3 }
4
5 resource "aws_s3_bucket_acl" "data" {
6 acl = "public-read"
7 }
8
9 resource "aws_security_group" "web" {
10 ingress {
11 from_port = 0
12 to_port = 65535
13 cidr_blocks = ["0.0.0.0/0"]
Scanning...
SAST SCA Secrets IaC
SecretsHardcoded API keyCRIT
SASTSQL InjectionHIGH
SASTCommand InjectionHIGH
SCALog4Shell CVE-2021-44228CRIT
SCACVE-2019-12384MED
IaCS3 public accessHIGH
IaCOpen ingress 0.0.0.0/0CRIT
Multi-Engine Scanning
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CycloneDX SBOM Export
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SAST OpenGrep

Code Analysis

SQL injection, XSS, command injection, path traversal, SSRF, and insecure deserialization.

SQLiXSSRCEPath TraversalSSRF
SCA OSV

Dependency Analysis

Vulnerable dependencies like Log4Shell and Spring4Shell. CVE tracking across 7+ languages.

Log4ShellSpring4ShellCVE TrackingSBOM
Secrets Gitleaks

Secret Detection

Hardcoded AWS keys, database credentials, JWT secrets, and private keys using 600+ patterns.

AWS KeysJWT SecretsDB CredsPrivate Keys
IaC Checkov

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Public S3 buckets, unrestricted security groups, overprivileged IAM, and container misconfigs.

TerraformKubernetesDockerCloudFormation
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app.vygl.io/findings/a3e7f…
High SAST Open

python.django.security.injection.sql-injection

User-controlled data is used in a raw SQL query, which could lead to SQL injection.

backend/views/users.py:42-44
35 from django.http import JsonResponse
36 from .models import User
37
38 @login_required
39 @require_GET
40 def search_users(request):
41 """Search users by name."""
42 query = request.GET.get("q")
43 users = User.objects.raw(
44 f"SELECT * FROM users WHERE name LIKE '%{query}%'"
45 )
46 results = [
47 {"id": u.id, "name": u.name}
48 for u in users
49 ]
50 return JsonResponse({"users": results})
AI Verification
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Analyze this finding with AI to determine if it's a true or false positive and get a suggested fix.

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app.vygl.io/projects/acme-api
acme-api main
Findings Dependencies Security Brief Scans

Security Brief

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OpenAI-Compatible Groq, Together AI, LiteLLM

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Comprehensive Coverage

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Policy as Code

Cloud-managed rules with monitor, block, and disable modes. Enforce security policies in CI/CD.

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Runs in GitHub Actions, GitLab CI, or any Docker-compatible pipeline. Block merges on critical findings.

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CI/CD Pipeline

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app.vygl.io/dashboard
Dashboard
Projects
Findings
Dependencies
Rules
Open
293
MTTR
4.2h
Scan Success
94%
AI Cleared
47
Findings Over Time
StatusType
7D1M3M6M
New findings Resolved
AI Insights
Active
251 of 293 analyzed 86%
True Positive18964%
False Positive4716%
Uncertain155%
Pending4214%
Confidence 198 High 41 Med 12 Low
Top Rules
RuleSevTPFPCount
gitleaks.generic-api-keyHigh543387
sql-injection-fstringCrit21223
CVE-2021-44228Crit16016
s3-bucket-public-accessHigh8412
Managed Scans

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GitHub GitHub App
Connected
GitLab OAuth 2.0
Connected
Bitbucket OAuth 2.0
Connected
Push / PR
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Clone
SAST · SCA · Secrets · IaC
PR Comment + Status Check

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Ephemeral Cloning

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Commit Status Gates

Block merges when critical or high findings are detected. Configurable fail-on threshold per repo.

AI Triage on Every Scan

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CVE Alerts Live
Critical
CVE-2026-31245 2 min ago

Remote Code Execution in jsonwebtoken

jsonwebtoken <9.0.2 3 projects affected
Notified via
High
CVE-2026-28891 6 hours ago

Prototype Pollution in lodash.merge

lodash <4.17.22 7 projects affected
Medium
CVE-2026-27433 1 day ago

ReDoS in semver range parsing

semver <7.5.5 12 projects affected
Integrations

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github.com/acme/acme-api/pull/247
Open

feat: add user preferences API endpoint

feature/user-prefs main
Conversation 3 Files changed 4
vygl-bot bot commented 2 minutes ago

Vygl Scan Results

acme-api — feature/user-prefs | SAST, SCA, SECRETS, IAC

47 findings — 2 critical | 8 high | 12 medium | 3 low
5 new | 42 recurring

New Findings (5)

SeverityTypeFindingFile
CRITICAL SCA Log4Shell CVE-2021-44228 in log4j-core@2.14.1 pom.xml
CRITICAL SAST SQL Injection via string concatenation backend/views/users.py
HIGH SECRETS Hardcoded API key config/settings.py
HIGH SAST Command Injection via os.system() backend/utils/deploy.py
MEDIUM SCA CVE-2019-12384 in jackson-databind@2.9.8 pom.xml
Recurring Findings (42) — ...and 42 more
AI Triage Summary
True Positive Log4Shell — JNDI lookup enabled, log4j-core 2.14.1 is exploitable. Upgrade to 2.21+.
True Positive SQL Injection — user-controlled input flows directly into raw SQL query without parameterization
Likely FP Command Injection — input is validated through allowlist, os.system() receives only predefined commands
Posted by Vygl — security scanning with AI-powered triage
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Claude Code acme-api
~/projects/acme-api codex-1 full-auto
Session
Model Claude Sonnet
Provider Anthropic
Context
34k / 100k
Files
users.py models.py pom.xml main.tf
Tools 4 available
EXPLORER
users.py
models.py
pom.xml
main.tf
users.py
38 @login_required
39 @require_GET
40 def search_users(request):
41 """Search users."""
42 query = request.GET.get("q")
43 users = User.objects.raw(
44 f"...%{query}%'"
45 )
46 results = [{"id": u.id}
47 for u in users]
48 return JsonResponse(..)
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