Towards Leveraging LLMs to Generate Abstract Penetration Test Cases from Software Architecture

Software architecture models capture early design decisions that strongly influence system quality attributes, including security. However, architecture-level security assessment and feedback are often absent in practice, allowing security weaknesses to propagate into later phases of the software...

Reconx

🔍 reconx - Modular Penetration Testing Framework !Python 3...

MAL-2026-1989 Malicious code in init2winit (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 7eb9b716534151a8d16432102f52af1e6f61f9701b86efba4294cdc0e18ceaea Installing the package or importing the module exfiltrates basic information about the host, and the package has no other purpose. --- Category: PROBABLYPENTES...

NASimJax: GPU-Accelerated Policy Learning Framework for Penetration Testing

Penetration testing, the practice of simulating cyberattacks to identify vulnerabilities, is a complex sequential decision-making task that is inherently partially observable and features large action spaces. Training reinforcement learning RL policies for this domain faces a fundamental...

Pensar Apex AI-Powered Penetration Testing

Pensar Apex is an AI-powered penetration testing using autonomous agents - directly in your terminal. Run blackbox and whitebox pentests that explore, reason, and surface real vulnerabilities...

redteam-sqli-payloads

redteam-sqli-payloads A ca...

PT-2026-25586

Summary Prior to Memray 1.19.2, Memray rendered the command line of the tracked process directly into generated HTML reports without escaping. Because there was no escaping, attacker-controlled command line arguments were inserted as raw HTML into the generated report. This allowed JavaScript...

comp5003-sweeny-pentest

COMP5003: Sweeny Barbers Penetration Test Full ethical hackin...

The Face of Penetration Testing is Changing: Announcing Metasploit Pro 5.0.0

The role and demand for red-teaming capabilities are growing, as more exploitable CVEs make their way into criminal hands. Being proactive is no longer a capability that can be reserved for annual tests, but a continuous assessment to determine exposure and even through the validation of an...

Exploit for Cross-site Scripting in Quantizor Markdown-To-Jsx

███████╗██╗ ██╗ █████╗ ██████╗ ██╗███╗ ██╗ ██████╗ █████...

pentesting-writeups

🔐 Pentesting Writeups Personal penetration testing document...

pentesting-notes

🔐 Pentesting Notes Personal penetration testing documentati...

WebDAV Advanced Penetration Testing Script

This Python-based WebDAV penetration testing script tests methods available, attempts directory listing with PROPFIND, file upload with PUT, and more...

Malicious code in demozecosse (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 1fd7840785d53d90edc61c6138072f4ed7a01b35dd05d76d9d6f5343ec93bff7 Packages that might be part of testing for pentesting / malicious activity / joy, with suspicious activity that does not present any real harm. --- Category:...

Malicious code in demozecob (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 f6e22f0d73fc85bdf6e0948da43079380af2a809146077afae2fd451315397e0 Packages that might be part of testing for pentesting / malicious activity / joy, with suspicious activity that does not present any real harm. --- Category:...

MAL-2026-1285 Malicious code in demozecox (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 b32c6e6d2566a58b9a104d162c060982bff488fa547fb706c43553d0b7185ccb Packages that might be part of testing for pentesting / malicious activity / joy, with suspicious activity that does not present any real harm. --- Category:...

Malicious code in prateek-yadav23 (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 e73aa57c13235ec4d3bcf7aa6139bb5a1bdbade9d72ae81a20c291766b9ac7ab Packages that might be part of testing for pentesting / malicious activity / joy, with suspicious activity that does not present any real harm. --- Category:...

vulnhub-machines-writeups

vulnhub-machines-writeups Collec...

ICSSPulse: A Modular LLM-Assisted Platform for Industrial Control System Penetration Testing

It is well established that industrial control systems comprise the operational backbone of modern critical infrastructures, yet their increasing connectivity exposes them to cyber threats that are difficult to study and remedy safely under real-time operational conditions. In this paper, we...

Can AI Lower the Barrier to Cybersecurity? A Human-Centered Mixed-Methods Study of Novice CTF Learning

Capture-the-Flag CTF competitions serve as gateways into offensive cybersecurity, yet they often present steep barriers for novices due to complex toolchains and opaque workflows. Recently, agentic AI frameworks for cybersecurity promise to lower these barriers by automating and coordinating...