garak

garak, LLM vulnerability scanner Generative AI Red-teaming & Assessment Kit garak checks if an LLM-backed application can be made to fail in a way we don't want. garak probes for hallucination, data leakage, prompt injection, misinformation, toxicity generation, jailbreaks, and many other...

Syd

Syd - Offline Penetration Testing Assistant Syd is an air-gapped penetration testing assistant that analyzes scan outputs using local LLMs and retrieval-augmented generation. It runs entirely on your laptop without requiring internet connectivity or API keys. Overview Syd parses technical scan...

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...

standalone_tdo

TDO Standalone Extractor A powerful, standalone command-line tool for extracting Cyber Threat Intelligence CTI from documents using Large Language Models with advanced structured output capabilities. 🚀 Features Multi-format Document Support : PDF, DOCX, TXT, and Markdown files Advanced LLM...

BrokenHill

!\ Broken Hill logo \https://assets.kitploit.com/production/public/readmes/44608/c14154675c6f33f5c3887887afcdb39351c82f269ee2772cf31847106a20a871.jpg Broken Hill Broken Hill is a productionized, ready-to-use automated attack tool that generates crafted prompts to bypass restrictions in large...

local-llm-ctf

Local LLM CTF & Lab This repository is intended to be accompanied with the content at https://bishopfox.com/blog/large-language-models-llm-ctf-lab, which covers the goals of the research, explanations of the implementation, and a few results of the CTF...

AIDebug

AIDebug Reviewer starting point Evidence-focused reverse-engineering CLI. Andrey Pautov develops the Python analyst interface, offline triage, string intelligence, PE inspection and reporting workflows. Capstone, Ghidra, GDB and optional AI providers are integrations, not original tools authored ...

zairo

Measuring zairo zairo's unit tests check that it builds the right prompts and handles answers correctly. They can't tell you whether a model, given those prompts, finds a vulnerability a change introduced, or flags one that isn't there. That's what this directory is for: a set of labelled changes...

pentestagent

PentestAgent AI Penetration Testing https://github.com/user-attachments/assets/a67db2b5-672a-43df-b709-149c8eaee975 Requirements Python 3.10+ API key for OpenAI, Anthropic, or other LiteLLM-supported provider Install Clone git clone https://github.com/GH05TCREW/pentestagent.git cd pentestagent...

AWE

AWE: Adaptive Agents for Dynamic Web Penetration Testing Akshat Singh Jaswal · Ashish Baghel Accepted at NDSS LAST-X 2026 Abstract Modern web applications are increasingly produced through AI-assisted development and rapid no-code deployment pipelines, widening the gap between accelerating softwa...

GhidraMCP

ghidraMCP ghidraMCP is an Model Context Protocol server for allowing LLMs to autonomously reverse engineer applications. It exposes numerous tools from core Ghidra functionality to MCP clients. https://github.com/user-attachments/assets/36080514-f227-44bd-af84-78e29ee1d7f9 Features MCP Server +...

T-MAP

T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search T-MAP is a trajectory-aware evolutionary search framework for red-teaming LLM agents over MCP servers. It iteratively generates and mutates adversarial prompts guided by execution trajectories, mapping the agent's vulnerabili...

bloom

Bloom: Automated Behavioral Evaluations for LLMs !IMPORTANT Bloom has a new home. It is now developed and maintained by Meridian Labs and lives at meridianlabs-ai.github.io/petribloom — all new features and fixes will land there. This repository is frozen at its last standalone release and will n...

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...

DVDR_LLM

DVDR-LLM: When Are LLMs Better Together for Software Vulnerability Detection and Repair? Official implementation and artifact for the research paper: "DVDR-LLM: When Are LLMs Better Together for Software Vulnerability Detection and Repair?" 🎯 Overview DVDR-LLM is an ensemble framework that...

vuln-scanner

vuln-scanner An automated vulnerability assessment platform that orchestrates 210 open-source security tools , aggregates and deduplicates findings, optionally chains tools into a discovery data-flow graph , runs an optional OpenAI-compatible LLM analysis layer for triage, clustering, and...

CVE-2025-3248

CVE-2025-3248 — Langflow RCE Exploit Remote Code Execution RCE exploit for Langflow applications vulnerable to CVE-2025-3248. Affected Endpoint: /api/v1/validate/code 🚀 Exploit Features 🔓 Remote & unauthenticated RCE 🔐 No authentication required 🐍 Python3 one-liner script 🎨 Colorized terminal...

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...

reasongate

ReasonGate A self-hostable gate that inspects the text going into and out of an LLM and returns an explainable allow / flag / block decision with a machine-readable audit record for every call. What this is The open-source core is rule-based. It does four things: recognizes known prompt-injection...

galah

TL;DR: Galah /ɡəˈlɑː/ - pronounced ‘guh-laa’ is an LLM-powered web honeypot designed to mimic various applications and dynamically respond to arbitrary HTTP requests. Galah supports major LLM providers, including OpenAI, GoogleAI, GCP's Vertex AI, Anthropic, Cohere, and Ollama. Unlike traditional...