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ai-security-tooling

Guide for AI security tooling (detectors, analyzers, guardrails, benchmarks) and consistent placement in README.md.

gmh5225☆ 2 Repository stars0 Repository forks

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

View source ↗Guides

Skill instructions

AI Security Tooling

Scope

Use this skill when adding or organizing:

  • LLM security tools (guardrails, detectors)
  • Adversarial ML libraries
  • AI vulnerability scanners
  • Model safety tools
  • Security benchmarks and frameworks

Tool Categories

LLM Security Tools
  • Guardrails: NeMo Guardrails, LLM Guard, Rebuff
  • Detectors: Vigil-LLM, Nova Framework, Garak
  • Scanners: ModelScan, AI Security Analyzer
Adversarial ML Libraries
  • Attack libraries: ART, CleverHans, Foolbox, TextAttack
  • Defense libraries: SecML
  • Fuzzing: OSS-Fuzz-Gen, Brainstorm
AI Red Teaming
  • Microsoft: Counterfit, PyRIT
  • Meta: PurpleLlama
  • NVIDIA: Garak, NeMo Guardrails
Benchmarks
  • Robustness: RobustBench
  • Jailbreak: JailbreakBench
  • Safety: Stanford AIR-Bench
  • Hallucination: Vectara Leaderboard
Standards & Frameworks
  • MITRE ATLAS: AI threat matrix
  • NIST AI RMF: Risk management framework
  • OWASP: LLM Top 10, GenAI Security Project

Categorization Rules

  • LLM guardrails/detectors → AI Security & Attacks → Model Security
  • Prompt injection tools → AI Security & Attacks → Prompt Injection
  • Adversarial ML libraries → AI Security & Attacks → Adversarial Attacks or AI Security Libraries
  • AI RE/debugging tools → AI Security Tools & Frameworks → AI Reverse Engineering
  • AI vulnerability scanners → AI Security Tools & Frameworks → AI Vulnerability Detection
  • Benchmarks → Benchmarks & Standards
  • MCP security tools → AI Pentesting & Red Teaming → AI Security MCP Tools

Quality Bar

  • Prefer canonical repos
  • Avoid forks unless they add meaningful features
  • Add short descriptions
  • Never duplicate an existing URL
  • Tool must be AI/ML-focused

Key Vendor Tools

Vendor Tools
Microsoft Counterfit, PyRIT
Meta PurpleLlama (Llama Guard, Prompt Guard, Code Shield)
NVIDIA Garak, NeMo Guardrails
IBM Adversarial Robustness Toolbox (ART)
Google OSS-Fuzz-Gen
ProtectAI Rebuff, LLM Guard, ModelScan

Notes

Keep additions:

  • AI/ML security focused
  • Non-duplicated URLs
  • Minimal structural changes

Examples

Read the usage examples in the source repository.

View source ↗

Source history

Indexed on
2026-01-20
Index updated
2026-02-03
Branch
main

Index and sync dates describe this directory. View the source repository for code history.

GitHub ↗

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