ShunyaNet-Sentinel

ShunyaNet Sentinel UPDATED: 03/02/2026 ShunyaNet Sentinel is a lightweight, cyberpunk-themed program that ingests RSS feeds e.g., breaking news, social media, sends them to an LLM for analysis, and delivers alerts and summary reports directly to the GUI and Slack at regular intervals. The project...

exfil-scan

exfil-scan Scan LLM outputs and AI-generated content for data exfiltration signals before they reach users, logs, or downstream systems. 1 Why exfil-scan exists Modern LLM applications routinely process sensitive prompts, internal documents, API responses, and user data. That creates a new securi...

windbg-decompile-ext

Windbg Decompile Extension via LLM This project is a Windows x64 WinDbg extension skeleton that resolves a function by name or address, reconstructs a deterministic control-flow view, and asks an LLM directly from the extension to produce pseudocode. Layout src/extension: WinDbg extension DLL and...

VulTriage

An intelligent vulnerability detection framework based on Large Language Models and static code analysis, supporting multi-dataset evaluation and ablation studies. 📋 Table of Contents Introduction Key Features System Requirements Quick Start Usage Datasets & Models FAQ Introduction This project i...

vulnhuntr

A tool to identify remotely exploitable vulnerabilities using LLMs and static code analysis. World's first autonomous AI-discovered 0day vulnerabilities Description Vulnhuntr leverages the power of LLMs to automatically create and analyze entire code call chains starting from remote user input an...

LLMMap

LLMMap LLMMap is an automated prompt injection testing framework for LLM-integrated applications. It discovers injection points in HTTP requests, generates targeted attack prompts using a dual-LLM architecture, fires them at the target, and confirms findings with statistical reliability testing...

saffron

Saffron-1: Inference Scaling for LLM Safety Assurance 📖 Paper 🛠️ Dependencies The code was tested under the following dependencies: Python 3.12.3 CUDA 12.2 typingextensions==4.14.0 numpy==2.2.6 torch==2.5.1 huggingfacehub==0.30.2 accelerate==1.1.1 datasets==3.1.0 evaluate==0.4.3...

ai-reverse-engineering

Rev·Deck — AI-Assisted Reverse Engineering with Ghidra Rev·Deck is a local, single-user static-analysis workstation. It pairs an evidence-first web UI with an LLM copilot over a binary analyzed by a headless Ghidra service: browse deterministic evidence functions, strings, imports,...

llm-circuit-finder

llm-circuit-finder I replicated Ng's RYS method and found that duplicating 3 specific layers in Qwen2.5-32B boosts reasoning by 17% and duplicating layers 12-14 in Devstral-24B improves logical deduction from 0.22→0.76 on BBH — no training, no weight changes, just routing hidden states through th...

benign-instruction-bench

Passing the Test You Trained On Re-evaluating prompt-injection detectors where LLM agents actually use them: on the tool outputs an agent reads. Teams pick injection detectors by their benchmark scores. We check whether those scores predict behavior inside an agent, and find that they mostly...

PROMPTPurify

promptpurify Tiny prompt-injection firewall for LLM chat apps. 14 MB. CPU-only. Drop-in guard between your user input and your LLM — runs on the same box, no GPU, no API, no extra service. Built by the SecureLayer7 red-team. Most OSS guardrails are hundreds of MB, want a GPU, and still miss the...

AI-driven-MITRE-Attack

POC : AI-driven MITRE Attack Detection and Alert Enrichment This repository demonstrates a machine learning pipeline for detecting MITRE ATT&CK techniques from logs and enriching the output using a local LLM. Overview The project is divided into two main components : 1. Machine Learning Model ML ...

Pyison

Pyison Pyison is a tarpit for AI webcrawlers Introduction Like all web crawlers, AI bots request pages from webservers, and then follow links on the page to other pages. By doing this, they can build an index of an entire website. Unlike other web crawlers, though, AI bots present some unique...

MalEval

MalEval Article: Is “Knowing It’s Malicious” Enough? Evaluating LLMs for Fine-Grained Malware Behavior Auditing Article DOI: 10.1145/3832187 MalEval is a framework for evaluating Android malware behavior reports generated by large language models. The code in this repository implements two...

BoxPwnr

BoxPwnr A fun experiment to see how far Large Language Models LLMs can go in solving CTF challenges and security labs on their own. It started with HackTheBox and now covers many platforms and agentic solvers. BoxPwnr provides a plug and play system that can be used to test performance of differe...

HiTMS_steganography

HiTMS: A High-Throughput Multi-Stream Linguistic Steganography Framework Research code for linguistic steganography over LLM chat dialogues , with a single-stream baseline and a batched multi-stream HiTMS protocol that hides several independent secret messages at once and exploits GPU batching fo...

opencode

The open source AI coding agent. English | 简体中文 | 繁體中文 | 한국어 | Deutsch | Español | Français | Italiano | Dansk | 日本語 | Polski | Русский | Bosanski | العربية | Norsk | Português Brasil | ไทย | Türkçe | Українська | বাংলা | Ελληνικά | Tiếng Việt Installation YOLO curl -fsSL...

xalgorix

Xalgorix — Open-source AI pentester that proves vulnerabilities Most scanners detect. Xalgorix proves. An autonomous LLM agent works a full pentest methodology, then an independent verifier re-exploits every finding before it's reported — so you get proof, not a pile of maybes to triage...

OpenHunterAI

OpenHunterAI Your local AI red team. Attacker-style reasoning for web, API, and LLM application security. Quick start · Agent skill · Assessment model · Architecture · Docs · Star history OpenHunterAI brings scope, scan activity, findings, and remediation into one local workspace. Start without a...

Malware in llm-nebula

Any computer that has this package installed or running should be considered fully compromised. All secrets and keys stored on that computer should be rotated immediately from a different computer. The package should be removed, but as full control of the computer may have been given to an outsid...