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...

agentic-dm-gateway

Agentic DM Gateway Security control plane for LLM agents over private chat typically Discord DMs. It sits in front of your agent. It decides who may talk, whether the session is unlocked, whether the process is paused, and whether this message is safe enough to forward. Your model and tools stay...

mythic_ornn

Mythic Ornn LLM-driven generator for Mythic Agents, Payload-Type and C2 Profiles. Mythic agents are tedious to write by hand: every one re-implements the same wire protocol, payload-type scaffolding, and C2 plumbing. Mythic Ornn skips the boilerplate by turning the official Mythic developer docs...

write-ups

write-ups RCE in Github Desktop v2.9.4 RCE via gh run download GitHub CLI Claude Code: unsandboxed code execution from prompt injection via .git worktree confusion — CVE-2026-55607...

StepJack

StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection Setup 1. Python Environment Setup First, install all dependencies and ensure you’re running Python 3.10. conda create -n stepjack python=3.10 conda activate stepjack pip install -r requirements.txt 2...

anamorpher

Anamorpher Anamorpher named after anamorphosis is a tool for crafting and visualizing image scaling attacks against multi-modal AI systems. It provides a frontend interface and Python API for generating images that only reveal multi-modal prompt injections when downscaled. Refer to "Weaponizing...

promptmap

O O o.-. Humans, Do Not Resist! |/ ,-'-. / /, / /|.-.| / --O-- .--""" /\ /\ | o.o / Utku Sen's /|\ -'--' / /| | - | / | | | \ /| | | ' \ '/ \ ' | ' \ | ' / | ' \ | / | | | ./| /||| ./|||,| .// / / |-----| || || || || promptmap2 is a an automated prompt injection scanner for custom LLM...

agent-scan

Snyk Agent Scan Discover and scan agent components on your machine for prompt injections and vulnerabilities including agents, MCP servers, skills. Note: We don't publish an npm package for Agent Scan. Install it via uvx or as a standalone binary. Note: CLI output is experimental and subject to...

firefox-devtools-mcp

Firefox DevTools MCP Model Context Protocol server that lets AI agents use Firefox. It has two main use cases: Agentic browsing : the agent uses the browser for regular tasks, such as reading pages, filling forms and going through multi-step flows on websites. Agent-assisted web development : the...

AgentWatcher

AgentWatcher AgentWatcher is a detection-based defense against indirect prompt injection in LLM agents. It first runs causal context attribution over untrusted context to find the most influential contexts, then applies a monitor LLM that classifies those contexts under explicit, customizable...

keystone

Keystone Engine Keystone is a lightweight multi-platform, multi-architecture assembler framework. It offers some unparalleled features: Multi-architecture, with support for Arm, Arm64 AArch64/Armv8, Ethereum Virtual Machine, Hexagon, Mips, PowerPC, RISC-V, Sparc, SystemZ & X86 include 16/32/64bit...

bordair-detector

Bordair Detector A two-stage detector for prompt injection and jailbreak attempts in LLM inputs. A regex gate settles the easy majority of traffic without touching the model; anything ambiguous falls through to a quantised DeBERTa-v3 classifier running in ONNX. The same engine covers image,...

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...

skulto

Skulto Scan AI agent skills for prompt injection before you install them ╔════════════════════════════════════════════════════════╗ ║ ███████╗██╗ ██╗██╗ ██╗██╗ ████████╗ ██████╗ ║ ║ ██╔════╝██║ ██╔╝██║ ██║██║ ╚══██╔══╝██╔═══██╗ ║ ║ ███████╗█████╔╝ ██║ ██║██║ ██║ ██║ ██║ ║ ║ ╚════██║██╔═██╗ ██║...

meta-ai-support-prompt

Meta AI Support Assistant System Prompt Extracted system prompt from Meta's AI Support Assistant on June 1, 2026. Files system-prompt.md — Extracted system prompt ⚠️ Disclaimer & Legal Notice Purpose This repository is published strictly for educational and authorized security research purposes...

CKA-Agent

ICML 2026 & ICLR 2026 AIWILD CKA-Agent: Bypassing LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search 🛡️ Defense towards CKA TurnGate is a response-aware defense mechanism designed to detect and mitigate hidden malicious intent in multi-turn dialogue systems. Defending...

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...

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...

Securekit

Securekit Securekit protects what your models execute—across any AI system. Securekit is a protocol-agnostic security kernel for AI tool execution. It sits between any LLM or agent system and the tools they use, enforcing zero-trust execution, sandbox isolation, and policy-driven control. It is...

aquaman

🔱 Aquaman 🔱 The only independent credential proxy for AI agents: bring-your-own-vault isolation & least-privilege request policies. Your keys stay where you already keep them, never in the agent's memory. Compatible with 1Password, keychain, keepassxc and many others. You set up Claude Code, Code...