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",…
This skill should be used when the user is auditing a "polyglot monorepo", "multi-language codebase", "microservices with different languages", "Go + Python + TypeScript", or any codebase with services written in different programming languages. Provides strategies for
$ npx -y skills add allsmog/vuln-scout --skill mixed-language-monorepos --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/mixed-language-monoreposContext preview
The summary Claude sees to decide when to auto-load this skill.
This skill should be used when the user is auditing a "polyglot monorepo", "multi-language codebase", "microservices with different languages", "Go + Python + TypeScript", or any codebase with services written in different programming languages. Provides strategies for
name: Mixed-Language Monorepos description: This skill should be used when the user is auditing a "polyglot monorepo", "multi-language codebase", "microservices with different languages", "Go + Python + TypeScript", or any codebase with services written in different programming languages. Provides strategies for cross-service security analysis and unified threat modeling. version: 1.0.0
Provide comprehensive guidance for security analysis of polyglot codebases where multiple services are written in different programming languages. These are increasingly common in modern architectures (Go APIs + Python ML + TypeScript frontends).
Activate this skill when:
| Single-Language | Mixed-Language | |-----------------|----------------| | One compression strategy | Per-service strategy needed | | Unified sink database | Multiple sink databases | | Same vulnerability patterns | Language-specific + cross-service patterns | | Simple trust boundaries | Complex inter-service boundaries | | One toolchain | Multiple toolchains (Semgrep rules vary) |
| Pattern | Example | Security Concern | |---------|---------|------------------| | **API Gateway + Services** | Go gateway → Python/Java services | Gateway bypass, auth propagation | | **BFF + Backend** | TS frontend → Go API → Python ML | Input validation gaps | | **Event-Driven** | Services communicate via Kafka/RabbitMQ | Message injection, schema drift | | **Sidecar/Service Mesh** | Envoy/Istio + any language | mTLS config, RBAC policies |
# Count files by language echo "=== Language Distribution ===" echo "Go: $(find . -name '*.go' ! -path '*/vendor/*' ! -name '*_test.go' 2>/dev/null | wc -l)" echo "Python: $(find . -name '*.py' ! -path '*/.venv/*' ! -path '*/venv/*' ! -name 'test_*.py' 2>/dev/null | wc -l)" echo "TypeScript: $(find . \( -name '*.ts' -o -name '*.tsx' \) ! -path '*/node_modules/*' ! -name '*.test.*' ! -name '*.spec.*' 2>/dev/null | wc -l)" echo "JavaScript: $(find . \( -name '*.js' -o -name '*.jsx' \) ! -path '*/node_modules/*' ! -name '*.test.*' ! -name '*.spec.*' 2>/dev/null | wc -l)" echo "Java: $(find . -name '*.java' ! -path '*/test/*' ! -name '*Test.java' 2>/dev/null | wc -l)" echo "Rust: $(find . -name '*.rs' ! -path '*/target/*' ! -name '*_test.rs' 2>/dev/null | wc -l)" echo "PHP: $(find . -name '*.php' ! -path '*/vendor/*' ! -name '*Test.php' 2>/dev/null | wc -l)" echo "C#: $(find . -name '*.cs' ! -path '*/bin/*' ! -path '*/obj/*' ! -name '*Test*.cs' 2>/dev/null | wc -l)" echo "Ruby: $(find . -name '*.rb' ! -path '*/vendor/*' ! -name '*_spec.rb' ! -name '*_test.rb' 2>/dev/null | wc -l)" echo "Solidity: $(find . -name '*.sol' ! -path '*/node_modules/*' ! -name '*Test.sol' 2>/dev/null | wc -l)"
# Find service boundaries (look for entrypoints)
echo "=== Service Discovery ==="
# Go services (main.go or cmd/)
find . -name 'main.go' -o -type d -name 'cmd' 2>/dev/null | head -20
# Python services (main.py, app.py, manage.py, __main__.py)
find . \( -name 'main.py' -o -name 'app.py' -o -name 'manage.py' -o -name '__main__.py' \) 2>/dev/null | head -20
# TypeScript/JS services (package.json with "start" script)
find . -name 'package.json' ! -path '*/node_modules/*' -exec grep -l '"start"' {} \; 2>/dev/null | head -20
# Java services (Application.java, pom.xml, build.gradle)
find . \( -name '*Application.java' -o -name 'pom.xml' -o -name 'build.gradle' \) ! -path '*/test/*' 2>/dev/null | head -20
# Rust services (Cargo.toml with [[bin]])
find . -name 'Cargo.toml' -exec grep -l '\[\[bin\]\]' {} \; 2>/dev/null | head -20
# Docker/container indicators
find . -name 'Dockerfile*' -o -name 'docker-compose*.yml' -o -name 'docker-compose*.yaml' 2>/dev/null | head -20# Protocol definitions echo "=== Communication Protocols ===" # gRPC/Protobuf find . -name '*.proto' 2>/dev/null | head -10 echo "Proto files: $(find . -name '*.proto' 2>/dev/null | wc -l)" # OpenAPI/Swagger find . \( -name 'openapi*.yaml' -o -name 'openapi*.yml' -o -name 'openapi*.json' -o -name 'swagger*.yaml' -o -name 'swagger*.yml' -o -name 'swagger*.json' \) 2>/dev/null | head -10 # GraphQL find . \( -name '*.graphql' -o -name '*.gql' -o -name 'schema.graphql' \) 2>/dev/null | head -10 # Thrift find . -name '*.thrift' 2>/dev/null | head -5 # Message queues (Kafka, RabbitMQ, etc.) grep -rniE "(kafka|rabbitmq|amqp|pulsar|nats)" --include="*.yaml" --include="*.yml" --include="*.json" --include="*.toml" . 2>/dev/null | head -10
After detection, produce a service map:
## Service Architecture Map
| Service | Path | Language | Entry Point | Communication |
|---------|------|----------|-------------|---------------|
| api-gateway | services/gateway/ | Go | cmd/gateway/main.go | gRPC (internal), REST (external) |
| auth-service | services/auth/ | Go | cmd/auth/main.go | gRPC |
| ml-pipeline | services/ml/ | Python | src/main.py | REST, Kafka consumer |
| web-frontend | apps/web/ | TypeScript | src/index.tsx | REST client |
| data-processor | services/processor/ | Java | src/.../Application.java | Kafka producer/consumer |
### Inter-Service Flows
```mermaid
graph LR
A[web-frontend<br/>TypeScript] -->|REST| B[api-gateway<br/>Go]
B -->|gRPC| C[auth-service<br/>Go]
B -->|gRPC| D[ml-pipeline<br/>Python]
D -->|Kafka| E[data-processor<br/>Java]
E -->|Kafka| D## Per-Servi
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
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