--- license: cc-by-nc-sa-4.0 dataset: Synthetic_PenTest_Reports_100k tags: - cybersecurity - penetration-testing - red-team - infosec - CVE - ethical-hacking - LLM-training - synthetic - procedurally-generated language: - en pretty_name: 100k Synthetic Automated Penetration Test Reports Sample size_categories: - 100K+ task_categories: - text-classification - summarization - question-answering - document-question-answering - text-generation --- The full CJ Jones' synthetic dataset catalog is available at: https://datadeveloper1.gumroad.com Want more? 🚀 Get the AI Startup Bundle from Gumroad. # 📄 100 Samples of Synthetic Automated Penetration Test Reports This dataset contains **100+ realistic, synthetic penetration testing reports** structured to simulate professional internal security assessments. Each record models the full flow of a pentest engagement, including: - Reconnaissance / Discovery Phase - Vulnerability Assessment (with CVE tagging) - Exploitation Attempts (success/failure) - Final Risk Ratings and Recommendations These reports are **ideal for training LLMs, security copilots, vulnerability classifiers, and summarization agents** focused on cybersecurity operations and incident response. --- ## 📚 Dataset Structure Each entry includes: - **Test Metadata**: ID, tester, organization, IPs, confidentiality level - **Discovery Phase**: Simulated `nmap` or banner-grab output - **Vulnerability Assessment**: CVEs, CVSS scores, tools used (ZAP, Burp Suite, Metasploit) - **Exploitation Results**: Command-line tools, outcomes, reverse shell sessions - **Risk Summary**: Confidence level, remediation, OWASP-aligned recommendations All entities such as hostnames, ports, and vulnerabilities are synthetically generated for training purposes. No real systems or data are used. ## If you liked this, you may also be interested in: - [30k Records LLM Training Data: Linux Automation_1](https://datadeveloper1.gumroad.com/l/zfdnjn) - [30k Linux File Operations LLM Training](https://datadeveloper1.gumroad.com/l/xnuugm) - [News Search LLM Training Data](https://datadeveloper1.gumroad.com/l/faivv) - [RPG Combat Scenario LLM Training Data – Magician, 30,000 records](https://datadeveloper1.gumroad.com/l/lmfhbg) - [AI Startup Bundle](https://datadeveloper1.gumroad.com/l/dxxja) - [20k LLM Synthetic PenTest Reports Training Dataset](https://datadeveloper1.gumroad.com/l/lkvoo) - [Synthetic LLM Physics Training Dataset](https://datadeveloper1.gumroad.com/l/vghhq) - [100k Synthetic RPG Scenes LLM Training Dataset](https://datadeveloper1.gumroad.com/l/drbhyu) - [100k Contextual Microcontroller Synthetic LLM Training Dialog Dataset](https://datadeveloper1.gumroad.com/l/xscay) - [LLM Training Dataset 100k Antenna Design Examples](https://datadeveloper1.gumroad.com/l/sdwom) - [100k Synthetic LLM Multiturn Formatted Tech Support](https://datadeveloper1.gumroad.com/l/tgnvjf) - [LLM Training Dataset 100k Drone Telemetry and Control Reasoning](https://datadeveloper1.gumroad.com/l/kzzdeb) - [100k Specialized Vehicle Diagnostics LLM Training Dataset](https://datadeveloper1.gumroad.com/l/oizcli) - [LLM Training Dataset 100k Elementary Animal Comparisons QA](https://datadeveloper1.gumroad.com/l/tzvwk) - [LLM Training Dataset 100k Elementary Math Word Problems](https://datadeveloper1.gumroad.com/l/woypqt)