AYI-NEDJIMI/owasp-top10-en

OWASP Top 10 (2021) - Complete Dataset EN

Complete OWASP Top 10 (2021) dataset on Hugging Face. Comprehensive reference for web application security.

Description

This dataset covers all OWASP Top 10 2021 vulnerabilities:

• —10 vulnerabilities documented with detailed descriptions, examples, detection and mitigation
• —50 CWE mappings linking CWEs to OWASP categories
• —30 attack scenarios with concrete steps, code examples and impact analysis
• —60+ Q&A pairs covering all aspects of web security

Structure

1. vulnerabilities.json (10 entries)

id, name, description, category, cwe_ids, severity, examples, detection, mitigation, references_url, source_url

Categories: access_control, cryptography, injection, design, configuration, dependencies, authentication, integrity, monitoring, ssrf

2. cwe_mapping.json (50 entries)

id, cwe_id, name, description, owasp_category, examples, source_url

3. attack_scenarios.json (30 entries)

id, name, description, owasp_category, steps, impact, code_example, mitigation, source_url

4. qa_dataset.json (60+ entries)

id, question, answer, category, reference, difficulty, keywords, source_url

Vulnerabilities Covered

Usage

from datasets import load_dataset

# Load vulnerabilities
ds = load_dataset("AYI-NEDJIMI/owasp-top10-en", data_files="data/vulnerabilities.json")
for vuln in ds["train"]:
    print(f"{vuln['id']} - {vuln['name']} ({vuln['severity']})")

# Load attack scenarios
ds = load_dataset("AYI-NEDJIMI/owasp-top10-en", data_files="data/attack_scenarios.json")
for scenario in ds["train"]:
    print(f"{scenario['name']} - {scenario['owasp_category']}")

Use Cases

• —DevSecOps: Reference for code reviews and security audits
• —AppSec: Training material for developers
• —Pentest: Attack scenarios for web penetration testing
• —Training: Q&A for security certifications (CEH, OSCP, etc.)
• —RAG / Fine-tuning: Training AI models specialized in web security

Other Datasets

Interactive Explorer

Explore this dataset interactively: OWASP Top 10 Explorer

Full Collection

This dataset is part of the Cybersecurity Datasets & Tools collection on HuggingFace.

Sources

• —OWASP Top 10: owasp.org/Top10
• —CWE: cwe.mitre.org

License

Apache 2.0

Citation

@dataset{owasp_top10_en_2025,
  title={OWASP Top 10 (2021) - Complete Dataset EN},
  author={AYI-NEDJIMI},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/AYI-NEDJIMI/owasp-top10-en}
}

Author & Resources

Ayi NEDJIMI - Senior Offensive Cybersecurity & AI Consultant

Cybersecurity Articles

• —Website - Cybersecurity & AI Articles
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• —Kubernetes Security Hardening
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AI Articles

• —RAG: Retrieval-Augmented Generation
• —Optimizing Document Chunking
• —Choosing a Vector Database
• —Embedding Security & Privacy

Social

• —LinkedIn
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Author

Ayi NEDJIMI - Cybersecurity Consultant & Trainer | AI Expert

• —Professional Bio
• —All Articles
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Free Cybersecurity Resources

• —Livre Blanc NIS 2
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• —Livre Blanc Pentest Cloud AWS/Azure/GCP
• —Livre Blanc Sécurité Kubernetes
• —Livre Blanc IA Cyberdéfense
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• —Guide Sécurisation AD 2025
• —Guide Tiering Model AD

Part of the Collection

This dataset is part of the Cybersecurity Datasets & Tools Collection by AYI-NEDJIMI Consultants.