qlcoder

QLCoder Agentic Framework for Synthesizing CodeQL Queries Table of Contents Overview Installation Docker Recommended Native Linux Usage Quick Start Development Tooling Examples Paper Environment Contributions Team Citation Affiliated Projects Overview QLCoder is a framework for using LLMs to...

vulns-2026-fatfs-chance

ELM FatFs Vulnerability Research This repository documents six confirmed security vulnerabilities in FatFs along with a test harness, fuzzer, and standalone exploit disk-image generator. The original FatFs source code can be found in the FatFs-R0.16 directory. This project is a return to a securi...

FuzzingBrain-Bench

FuzzingBrain Bench A benchmark for LLM-driven vulnerability reproduction on 77 real zero-day bugs across 43 open-source projects C / C++ / Java. Each challenge gives the agent only the fuzz harness the target and the project source at the vulnerable revision — no patch, no fix commit, no target...

Manipulating-Web-Agents

Manipulating Autonomous LLM-based Web Agents with Indirect Prompt Injection Attacks With the ubiquity of LLM-integrated applications, investigating potential security risks is crucial. One of the most significant vulnerabilities in these systems is their susceptibility to adversarial attack via...

OpenAnt

OpenAnt OpenAnt from Knostic is an open source LLM-based vulnerability discovery product that helps defenders proactively find verified security flaws while minimizing both false positives and false negatives. Stage 1 detects. Stage 2 attacks. What survives is real. We're pretty proud of this...

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...

supply-chain-monitor

Supply Chain Monitor Automated monitoring of the top PyPI and npm packages for supply chain compromise. Polls both registries for new releases, diffs each release against its predecessor, and uses an LLM via Cursor Agent CLI to classify diffs as benign or malicious. Malicious findings trigger a...

SWE-agent

!warning Most of our current development effort is on mini-swe-agent, which has superseded SWE-agent. It matches the performance performance of SWE-agent, while being much simpler. See the FAQ for more details about the differences. Our general recommendation is to use mini-SWE-agent instead of...

ai-kill-chain

Extended Cyber Kill Chain for AI-Era Threats An update to the Lockheed Martin Cyber Kill Chain for defenders working against LLM and agentic AI attacks. Adds a pre-attack stage for model supply chain compromise. Adds AI-specific sub-techniques to each of the original seven stages. Splits the...

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...

sift-kg

sift-kg Turn any collection of documents into a knowledge graph. No code, no database, no infrastructure — just a CLI and your documents. Drop in PDFs, papers, articles, or records — get a browsable knowledge graph that shows how everything connects, in minutes. sift-kg extracts entities and...

defending-code-reference-harness

Defending Code Reference Harness A reference implementation for autonomous vulnerability discovery and remediation with Claude, based on our learnings from partnering with security teams at several organizations since launching Claude Mythos Preview. For a write up of these learnings along with...

pyghidra-mcp

PyGhidra-MCP - Ghidra Model Context Protocol Server Overview pyghidra-mcp is a command-line Model Context Protocol MCP server that brings the full analytical power of Ghidra, a robust software reverse engineering SRE suite, into the world of intelligent agents and LLM-based tooling. It bridges...

claude_opus_cve_2023_0266

Demonstration that Claude 3 Opus does not understand CVE-2023-0266 and does not find it Demo 1. Even if told where the bug is Opus does not find it, and hallucinates the presence of lock acquisitions Demo 2. "Prompt engineering" aka telling the LLM exactly how to find the bug also doesn't work De...

smartmap

Godview Godview is a map based entirely on LLMs Large Language Models and OSM Open Street Map. Uses Anthropic, DeepSeek or Open AI. Godview also runs locally with Ollama. Website: godview.ai Installation Pull repository git clone https://github.com/space0blaster/godview.git Install Install...

project_mantis

Project Mantis: Hacking Back the AI-Hacker Prompt Injection as a Defense Against LLM-driven Cyberattacks Install Mantis root@kitploit: pip install -r requirements.txt Run Mantis with pre-made configurations Various pre-made configurations are available in the ./confs directory. Hack-back An examp...

OSINT-with-LLM

POC : OSINT with LLM This repository demonstrates domain, IP, and email reconnaissance with LLM-powered security reporting.. Overview The project is divided into two main components : 1. Recon Modules 2. LLM Analysis and reporting Recon Modules Purpose Gathering information about an ip, domain or...

pike-agent

Pike Agent pike-agent records and analyzes how programs behave on Linux. It traces a program's activity, indexes it into a database, and lets you chat with an LLM agent about it in a TUI. Example of prompts: Crash diagnosis: This program crashed with a bus error. What happened? Race condition...

mcpguard-dynamic

MCPGuard-Dynamic Kernel-level sandboxing for LLM agent tool calls made through the Model Context Protocol MCP. MCPGuard sits as a transparent proxy between an MCP client the agent / runner and an MCP server subprocess, applying three layered defenses to every tool invocation. The lowest layer is...

threat-modeling-mcp-server

Threat Modeling MCP Server A Model Context Protocol MCP server for comprehensive threat modeling with automatic code validation. Table of Contents Overview Quick Start Prompts Key Features Prerequisites Installation Running with Kiro CLI Output File Management Quick Reference Tools Overview Threa...