ai-evals

Adversarial Robustness Toolbox

Name: Adversarial Robustness Toolbox
Author: Trusted-AI

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

6,192 stars1,335 forksPythonUpdated 12/12/2025100% free · open source

What it does

A Python library that lets you test and improve your ML model’s security by generating and defending against adversarial attacks.

When to use it

•You have a production model and need to measure how vulnerable it is to evasion attacks before launch.
•Your security team wants to simulate poisoning or extraction attacks on a prototype to assess risk.
•You’re building a “red‑team” toolset for a data‑driven product and need ready‑made attacks and defenses.

Ready-to-paste prompt

python run_fgsm.py  # runs the script above, loading `mnist_cnn.h5`, attacking the test set, and printing the degraded accuracy

Heads up: ART requires the same deep‑learning framework version that your model was trained with (e.g., TensorFlow 2.x). Mismatched versions cause import errors, so verify `pip show tensorflow` matches the version used to build the saved model.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/adversarial-robustness-toolbox && curl -fsSL https://workflowstacks.com/api/skills/adversarial-robustness-toolbox/claude-skill -o ~/.claude/skills/adversarial-robustness-toolbox/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/adversarial-robustness-toolbox && curl -fsSL https://workflowstacks.com/api/skills/adversarial-robustness-toolbox/claude-skill -o ~/.claude/skills/adversarial-robustness-toolbox/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

Trusted-AI

Language

Python