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Total records: **572**
Splits: train=434, validation=69, test=69
## Language distribution
TypeScript | ######## 127 (22%)
JavaScript | ####### 108 (19%)
Python | ###### 89 (16%)
Go | #### 57 (10%)
Kotlin | ## 31 (5%)
Java | # 23 (4%)
C# | # 19 (3%)
PHP | # 19 (3%)
Ruby | # 18 (3%)
Scala | # 17 (3%)
Bash | # 15 (3%)
YAML | # 15 (3%)
Dockerfile | # 15 (3%)
Swift | # 14 (2%)
C++ | # 3 (1%)
C | # 1 (0%)
Rust | # 1 (0%)
## Framework distribution
Angular | #### 58 (10%)
Express | #### 56 (10%)
Spring Boot | ### 54 (9%)
Vue | ### 46 (8%)
Next.js | ### 45 (8%)
FastAPI | ## 32 (6%)
NestJS | ## 30 (5%)
Flask | ## 30 (5%)
Django | ## 27 (5%)
Fiber | # 23 (4%)
ASP.NET Core | # 19 (3%)
Laravel | # 19 (3%)
Gin | # 19 (3%)
Rails | # 18 (3%)
Android | # 17 (3%)
Echo | # 15 (3%)
iOS | # 14 (2%)
## Severity distribution
Critical | ####################### 368 (64%)
High | ############# 204 (36%)
## CVSS score band
Critical (9.0-10.0) | ####################### 368 (64%)
High (7.0-8.9) | ############# 204 (36%)
## Category distribution
Injection | ########### 170 (30%)
Security Misconfiguration | ##### 79 (14%)
AI Security | #### 68 (12%)
Authentication | #### 68 (12%)
API Security | ### 51 (9%)
Broken Access Control | ### 51 (9%)
Business Logic | ## 34 (6%)
Cryptographic Failures | ## 34 (6%)
Authorization | # 17 (3%)
## Vulnerability distribution
AI Agent Security | # 17 (3%)
Race Condition | # 17 (3%)
Open Redirect | # 17 (3%)
OAuth Vulnerabilities | # 17 (3%)
Server-Side Request Forgery | # 17 (3%)
gRPC Security | # 17 (3%)
Cross-Site Scripting | # 17 (3%)
REST API Security | # 17 (3%)
Broken Authorization | # 17 (3%)
Command Injection | # 17 (3%)
SQL Injection | # 17 (3%)
Insecure Deserialization | # 17 (3%)
Insecure Cryptography | # 17 (3%)
GraphQL Security | # 17 (3%)
Insecure File Upload | # 17 (3%)
RAG Security | # 17 (3%)
Business Logic | # 17 (3%)
Broken Access Control | # 17 (3%)
Cross-Site Request Forgery | # 17 (3%)
JWT Vulnerabilities | # 17 (3%)
Sensitive Data Logging | # 17 (3%)
Broken Authentication | # 17 (3%)
XML External Entity | # 17 (3%)
Missing Rate Limiting | # 17 (3%)
Hardcoded Secrets | # 17 (3%)
Insecure Direct Object Reference | # 17 (3%)
Header Injection | # 17 (3%)
Prompt Injection | # 17 (3%)
Session Management | # 17 (3%)
MCP Security | # 17 (3%)
Path Traversal | # 17 (3%)
Docker Security | # 15 (3%)
Cloud Misconfiguration | # 15 (3%)
Kubernetes Security | # 15 (3%)
## OWASP distribution
A01:2021 | ######### 136 (24%)
A05:2021 | ######## 130 (23%)
A07:2021 | ##### 85 (15%)
A03:2021 | ##### 85 (15%)
A04:2021 | ### 51 (9%)
A02:2021 | ## 34 (6%)
A10:2021 | # 17 (3%)
A08:2021 | # 17 (3%)
A09:2021 | # 17 (3%)
## CWE distribution (top 20)
CWE-77 | ## 34 (6%)
CWE-287 | ## 34 (6%)
CWE-918 | ## 34 (6%)
CWE-285 | ## 34 (6%)
CWE-639 | ## 34 (6%)
CWE-1427 | ## 34 (6%)
CWE-250 | ## 30 (5%)
CWE-362 | # 17 (3%)
CWE-601 | # 17 (3%)
CWE-79 | # 17 (3%)
CWE-862 | # 17 (3%)
CWE-89 | # 17 (3%)
CWE-502 | # 17 (3%)
CWE-327 | # 17 (3%)
CWE-915 | # 17 (3%)
CWE-434 | # 17 (3%)
CWE-840 | # 17 (3%)
CWE-352 | # 17 (3%)
CWE-345 | # 17 (3%)
CWE-532 | # 17 (3%)
## Difficulty distribution
Beginner | ######## 133 (23%)
Intermediate | ######## 133 (23%)
Advanced | ###### 102 (18%)
Expert | ###### 102 (18%)
Real-world enterprise | ###### 102 (18%)
## Application type distribution
Web Application | ####################### 372 (65%)
AI/LLM Application | #### 68 (12%)
API Service | ### 51 (9%)
Infrastructure-as-Code | ### 45 (8%)
Mobile Application | ## 31 (5%)
Library / CLI | # 5 (1%)
## Source type distribution
synthetic | #################################### 572 (100%) |