ai-security-tooling
Guide for AI security tooling (detectors, analyzers, guardrails, benchmarks) and consistent placement in README.md.
Installation
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
View source ↗GuidesSkill 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 AttacksorAI 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) |
| 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.
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