{
  "name": "AppSecBench",
  "version": "1.1.0",
  "total_records": 572,
  "splits": {
    "train": 434,
    "validation": 69,
    "test": 69
  },
  "languages": {
    "TypeScript": 127,
    "JavaScript": 108,
    "Go": 57,
    "Java": 23,
    "Swift": 14,
    "Ruby": 18,
    "C#": 19,
    "Python": 89,
    "Bash": 15,
    "Scala": 17,
    "PHP": 19,
    "YAML": 15,
    "Kotlin": 31,
    "C++": 3,
    "Dockerfile": 15,
    "C": 1,
    "Rust": 1
  },
  "frameworks": {
    "Next.js": 45,
    "Angular": 58,
    "Vue": 46,
    "NestJS": 30,
    "Fiber": 23,
    "Spring Boot": 54,
    "iOS": 14,
    "Express": 56,
    "Rails": 18,
    "ASP.NET Core": 19,
    "FastAPI": 32,
    "Echo": 15,
    "Django": 27,
    "Flask": 30,
    "Laravel": 19,
    "Gin": 19,
    "Android": 17
  },
  "categories": {
    "AI Security": 68,
    "Business Logic": 34,
    "Injection": 170,
    "Authentication": 68,
    "API Security": 51,
    "Authorization": 17,
    "Security Misconfiguration": 79,
    "Cryptographic Failures": 34,
    "Broken Access Control": 51
  },
  "severities": {
    "High": 204,
    "Critical": 368
  },
  "cwes": {
    "CWE-77": 34,
    "CWE-362": 17,
    "CWE-601": 17,
    "CWE-287": 34,
    "CWE-918": 34,
    "CWE-285": 34,
    "CWE-79": 17,
    "CWE-639": 34,
    "CWE-862": 17,
    "CWE-89": 17,
    "CWE-250": 30,
    "CWE-502": 17,
    "CWE-327": 17,
    "CWE-1188": 15,
    "CWE-915": 17,
    "CWE-434": 17,
    "CWE-1427": 34,
    "CWE-840": 17,
    "CWE-352": 17,
    "CWE-345": 17,
    "CWE-532": 17,
    "CWE-611": 17,
    "CWE-307": 17,
    "CWE-798": 17,
    "CWE-113": 17,
    "CWE-614": 17,
    "CWE-22": 17
  },
  "owasps": {
    "A05:2021": 130,
    "A04:2021": 51,
    "A01:2021": 136,
    "A07:2021": 85,
    "A10:2021": 17,
    "A03:2021": 85,
    "A08:2021": 17,
    "A02:2021": 34,
    "A09:2021": 17
  },
  "difficulties": {
    "Real-world enterprise": 102,
    "Advanced": 102,
    "Intermediate": 133,
    "Beginner": 133,
    "Expert": 102
  },
  "vulnerabilities": {
    "AI Agent Security": 17,
    "Race Condition": 17,
    "Open Redirect": 17,
    "OAuth Vulnerabilities": 17,
    "Server-Side Request Forgery": 17,
    "gRPC Security": 17,
    "Cross-Site Scripting": 17,
    "REST API Security": 17,
    "Broken Authorization": 17,
    "Command Injection": 17,
    "SQL Injection": 17,
    "Docker Security": 15,
    "Insecure Deserialization": 17,
    "Insecure Cryptography": 17,
    "Cloud Misconfiguration": 15,
    "GraphQL Security": 17,
    "Insecure File Upload": 17,
    "RAG Security": 17,
    "Business Logic": 17,
    "Broken Access Control": 17,
    "Cross-Site Request Forgery": 17,
    "JWT Vulnerabilities": 17,
    "Kubernetes Security": 15,
    "Sensitive Data Logging": 17,
    "Broken Authentication": 17,
    "XML External Entity": 17,
    "Missing Rate Limiting": 17,
    "Hardcoded Secrets": 17,
    "Insecure Direct Object Reference": 17,
    "Header Injection": 17,
    "Prompt Injection": 17,
    "Session Management": 17,
    "MCP Security": 17,
    "Path Traversal": 17
  },
  "application_types": {
    "AI/LLM Application": 68,
    "Web Application": 372,
    "API Service": 51,
    "Mobile Application": 31,
    "Infrastructure-as-Code": 45,
    "Library / CLI": 5
  },
  "cvss_bands": {
    "High (7.0-8.9)": 204,
    "Critical (9.0-10.0)": 368
  },
  "confidence": {
    "Medium": 306,
    "High": 266
  },
  "source_types": {
    "synthetic": 572
  },
  "unique_languages": 17,
  "unique_frameworks": 17,
  "unique_cwes": 27,
  "unique_owasps": 9,
  "unique_vulnerabilities": 34,
  "unique_categories": 9
}