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",…
Drive a single finding through CPG verification and false-positive triage.
$ npx -y skills add allsmog/vuln-scout --skill verify-finding --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/verify-findingContext preview
The summary Claude sees to decide when to auto-load this skill.
Drive a single finding through CPG verification and false-positive triage.
name: verify-finding description: Drive a single finding through CPG verification and false-positive triage.
Use this task skill when the user asks to verify `VSCOUT-*`, asks whether a finding is exploitable, or asks to confirm a specific finding.
1. Locate the finding by ID, stable key, or `file:line` in `.claude/findings.json`. 2. Run `/vuln-scout:trace` on the source-to-sink path. 3. Run `/vuln-scout:verify` for CPG-backed confirmation. 4. Call `false-positive-verifier` when controls, sanitizers, or reachability are unclear. 5. Call `local-tester` only when dynamic validation is explicitly safe and useful. 6. Run `/vuln-scout:propagate` when a confirmed pattern may repeat. 7. Update `.claude/review-ledger.json` with the final verification state.
Do not trigger for broad scans, PR review, generic exploitability education, dangerous-function lists, or CPG query syntax questions that do not name a finding.
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
This skill should be used when the user asks about "AI security", "ML pipeline attacks", "prompt injection", "model deserialization", "unsafe model loading",…
This skill should be used when the user asks about "business logic", "workflow vulnerability", "trust boundary", "state machine", "authorization bypass",…
This skill should be used when the user asks about "cache poisoning", "web cache deception", "CDN cache", "proxy cache", "nginx cache", "varnish", "cache key…
This skill should be used when the user asks about "cloud security", "AWS security", "GCP security", "Azure security", "Kubernetes security", "IMDS", "instance…
This skill should be used when the user asks about "compliance mapping", "PCI-DSS", "HIPAA", "SOC 2", "NIST CSF", "regulatory requirements", "compliance…
This skill should be used when the user asks about "Code Property Graph", "CPG analysis", "Joern queries", "CPGQL", "data flow verification", "taint tracking…