#1LLM security, prompt injection, model extraction, adversarial AI, and AI red teaming tools.
Kitploit recommended

[ICCV 2025] Anti-Tamper Protection for Unauthorized Individual Image Generation
Research code implementing backdoor attack and defense methods for LLMs, including IBSD, SLIP, BeDKD, and BadApex algorithms.

Implementation of paper "DeeCLIP: A Robust and Generalizable Transformer-Based Framework for Detecting AI-Generated Images"

Security proxy for AI agents. Scans every message for prompt injection, PII, and secrets. Defense-in-depth: Go proxy + iptables firewall + eBPF…

Official code for the ISSTA 2026 paper: Is "Knowing It’s Malicious" Enough? Evaluating LLMs for Fine-Grained Malware Behavior Auditing

PISmith: Reinforcement Learning-based Red Teaming for Prompt Injection Defenses

Sentinel detection lab for MCP attack chains: CVE-2026-26118 SSRF token theft, tool poisoning, cross-server exfiltration, identity post-exploitation.…

Code for 'Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control'

CVPR2023: Unlearnable Clusters: Towards Label-agnostic Unlearnable Examples

Flow Integrity Deterministic Enforcement System. Mechanisms for securing AI agents with information-flow control.

[ICLR 2026] - Official repo for the paper: "RedBench: A Universal Dataset for Comprehensive Red Teaming of Large Language Models"

CVE-Factory

AGLS

Attack framework for breaking fine-tuning based prompt injection defenses (SecAlign, SecAlign++, StruQ) using architecture-aware adversarial attacks…

OpenAnt from Knostic is the leading open source LLM-based vulnerability discovery product, helping defenders proactively find verified security flaws…

Project Mantis: Hacking Back the AI-Hacker; Prompt Injection as a Defense Against LLM-driven Cyberattacks

Inference scaling for LLM safety assurance

A novel adversarial attack on LLM based on the Exponentiated Gradient Descent technique.