Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪

Simple Prompt Injection Kit for Evaluation and Exploitation

[NDSS'25 Best Technical Poster] A collection of automated evaluators for assessing jailbreak attempts.

First-of-its-kind AI benchmark for evaluating the protection capabilities of large language model (LLM) guard systems (guardrails and safeguards)

A working POC of a GPT-5 jailbreak via PROMISQROUTE (Prompt-based Router Open-Mode Manipulation) with a barebones C2 server & agent generation demo.

LMAP (large language model mapper) is like NMAP for LLM, is an LLM Vulnerability Scanner and Zero-day Vulnerability Fuzzer.

Implementation of paper 'Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing'

[ICML 2025] Speak Easy: Eliciting Harmful Jailbreaks from LLMs with Simple Interactions

Jailbreak Evaluation Framework -- 2025 Graduate Design for HFUT

RetardBench is an open, no-censorship benchmark that ranks large language models purely on how retarded they are.

Mechanism-grounded taxonomy of 40 LLM jailbreak patterns across 10 categories. 8,000-trial bootstrap evaluation for the June 2026 frontier (Claude Opus 4-8, GPT-5.5, Gemini 3.5, DeepSeek V4). Every citation direct-WebFetch verified; refuted claims documented.

Chain-of-thought hijacking via template token injection for LLM censorship bypass (GPT-OSS)

Benchmark LLM jailbreak resilience across providers with standardized tests, adversarial mode, rich analytics, and a clean Web UI.

Debugged version for Tree of Attacks: Jailbreaking Black-Box LLMs Automatically paper and added GPU optimization.

LLM Jailbreaking via Prompt Rewriting

PESU I/O The Hacker's Gauntlet 24-hours CTF

Detect and prevent large language model jailbreaks using hidden state causal monitoring to enhance security in AI applications.

Build a runtime for Claude Code with persistence, observability, and multi-process coordination for long-running AI agents

The Self-Hosted AI Firewall & Gateway. Drop-in guardrails for LLMs running entirely on CPU. Blocks jailbreaks, enforces policies, and ensures compliance in real-time