/ai-ml-attacks
This skill should be used when the user asks about "AI security", "ML pipeline attacks", "prompt injection", "model deserialization", "unsafe model loading", "Jupyter injection", "LLM security", or needs to identify AI/ML-specific vulnerabilities in codebases that use machine
$ npx -y skills add allsmog/vuln-scout --skill ai-ml-attacks --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/ai-ml-attacks
Context preview
The summary Claude sees to decide when to auto-load this skill.
This skill should be used when the user asks about "AI security", "ML pipeline attacks", "prompt injection", "model deserialization", "unsafe model loading", "Jupyter injection", "LLM security", or needs to identify AI/ML-specific vulnerabilities in codebases that use machine
AI-powered whitebox penetration testing plugin for Claude Code. 9 languages, 22 skills, 7 autonomous agents. STRIDE threat modeling, OWASP 2025 coverage, polyglot monorepo support.
Repo: allsmog/vuln-scout
Other skills on vuln-scout.
- /business-logic
This skill should be used when the user asks about "business logic", "workflow vulnerability", "trust boundary", "state machine", "authorization bypass", "multi-step process", "workflow bypass", "application logic flaw", or needs to identify business logic vulnerabilities during
Open skill - /cache-poisoning
This skill should be used when the user asks about "cache poisoning", "web cache deception", "CDN cache", "proxy cache", "nginx cache", "varnish", "cache key manipulation", "response caching", or needs to find cache-related vulnerabilities during whitebox security review.
Open skill - /cloud-native
This skill should be used when the user asks about "cloud security", "AWS security", "GCP security", "Azure security", "Kubernetes security", "IMDS", "instance metadata", "S3 bucket policy", "IAM", "serverless security", "Lambda security", "container security", "cloud
Open skill - /compliance-mapping
This skill should be used when the user asks about "compliance mapping", "PCI-DSS", "HIPAA", "SOC 2", "NIST CSF", "regulatory requirements", "compliance report", or needs to map security findings to compliance framework requirements.
Open skill - /cpg-analysis
This skill should be used when the user asks about "Code Property Graph", "CPG analysis", "Joern queries", "CPGQL", "data flow verification", "taint tracking with Joern", "semantic code analysis", or needs to understand how CPG-based verification works for vulnerability
Open skill - /cross-component
This skill should be used when analyzing multi-service architectures, frontend-backend interactions, microservices, or when looking for vulnerabilities that span multiple components. Use when the user asks about "cross-component", "frontend to backend", "service interaction",
Open skill