Skip to content

ML - Blue Team

Welcome to the ML Blue Teaming Notes – a curated collection of resources, tools, and best practices for defending against security threats in Large Language Models (MLs).
This repository is dedicated to blue teamers, AI developers, security researchers, and anyone working to protect ML systems from malicious attacks, adversarial behaviors, and other security challenges.

What's in the Notes?

Tools for Protecting ML

A comprehensive list of tools to safeguard, monitor, and harden your ML against attacks:

Date Repo Description Stars Watchers Link
2026-02-18 modelscan Protection against Model Serialization Attacks ⭐ 672 👁️ 14 modelscan
2025-03-24 watchtower AIShield Watchtower: Dive Deep into AI's Secrets! 🔍 Open-source tool by AIShield for AI model insights & vulnerability scans. Secure your AI supply chain today! ⚙️🛡️ ⭐ 202 👁️ 4 watchtower

Tools for data protection and privacy in MLs

A comprehensive list of tools to ensure privacy in MLs:

Date Repo Description Stars Watchers Link
2026-04-03 privacy Library for training machine learning models with privacy for training data ⭐ 2003 👁️ 59 privacy
2025-04-26 ml_privacy_meter Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms. ⭐ 706 👁️ 16 ml_privacy_meter
2024-09-25 tf-encrypted A Framework for Encrypted Machine Learning in TensorFlow ⭐ 1244 👁️ 49 tf-encrypted

Tools for safely storing MLs

A comprehensive list of tools to ensure safely storing MLs:

Date Repo Description Stars Watchers Link
2026-04-02 safetensors Simple, safe way to store and distribute tensors ⭐ 3674 👁️ 41 safetensors

Tools for ML SecOps

A comprehensive list of tools to ensure ML SecOps best practises:

Date Repo Description Stars Watchers Link
2026-03-30 model-transparency Supply chain security for ML ⭐ 227 👁️ 9 model-transparency
2024-11-13 sml-security MLOps Cookiecutter Template: A Base Project Structure for Secure Production ML Engineering ⭐ 42 👁️ 3 sml-security
2022-06-06 fml-security Practical examples of "Flawed Machine Learning Security" together with ML Security best practice across the end to end stages of the machine learning model lifecycle from training, to packaging, to deployment. ⭐ 124 👁️ 7 fml-security

Other tools for ML

A list of tools for dirrefent activities related to ML:

Date Repo Description Stars Watchers Link
2026-03-31 AugLy A data augmentations library for audio, image, text, and video. ⭐ 5070 👁️ 79 AugLy
2025-08-06 model-analysis Model analysis tools for TensorFlow ⭐ 1266 👁️ 61 model-analysis
2020-07-17 audit-ai detect demographic differences in the output of machine learning models or other assessments ⭐ 319 👁️ 27 audit-ai

Inspiration & Ideas

Disclaimer

All content is for educational and research purposes only.
Use responsibly, stay ethical, and respect the law.