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Python AST-based security analysis using Bandit. Detects exec/eval code execution, pickle/yaml deserialization, subprocess shell injection, SQL injection, hardcoded credentials, weak cryptography. Use for Python security audits, malicious code triage.
Multi-language pattern-based security scanner using grep signature databases. Primary use for secrets detection, command injection patterns, and first-pass security scans on unknown codebases. Supports 15+ languages.
Detect malicious packages and supply chain attacks in Python (PyPI) and Node.js (npm). Scans requirements.txt, package.json, package-lock.json for malware, typosquatting, data exfiltration, and compromised maintainers.
Shell script static analysis using ShellCheck. Detects command injection, unquoted variables, reverse shell patterns, dangerous rm operations, obfuscated payloads. Combine with graudit for patterns ShellCheck may miss.
Comprehensive security scanner for filesystems, container images, and IaC. Detects known CVEs in dependencies, hardcoded secrets, and IaC misconfigurations in Terraform, Kubernetes, Dockerfiles, and CloudFormation.
Domain knowledge for extracting headlines from major international news outlets. Covers which tool to use per site, URL patterns, timestamp formats, and filtering rules.