This stack assembles specialized security tools that cover the full spectrum of modern application security threats. StackHawk provides dynamic application security testing that scans running web applications and APIs for OWASP Top 10 vulnerabilities during CI/CD pipeline execution, catching runtime security issues that static analysis cannot detect because they only manifest when the application is running.
FuzzyAI addresses the emerging LLM security surface by systematically testing language model deployments for jailbreaks, prompt injection vulnerabilities, and guardrail bypasses. As organizations integrate AI into their products, FuzzyAI provides the evidence-based security assessment that compliance teams require before deploying LLM-powered features to production users.
Schemathesis complements StackHawk's DAST scanning with property-based API fuzzing that generates thousands of schema-aware test cases from OpenAPI and GraphQL specifications. While StackHawk tests for known vulnerability patterns, Schemathesis discovers unexpected crashes, validation errors, and specification violations by systematically exploring edge cases that neither manual testing nor pattern-based scanning would find.
Sonatype Lifecycle handles the supply chain security dimension by scanning open-source dependencies for known vulnerabilities, license risks, and quality issues throughout the development lifecycle. IDE plugins catch risky dependencies during development, CI/CD integration blocks builds with policy violations, and artifact repository proxies prevent vulnerable packages from being downloaded at all.
The stack integrates into CI/CD pipelines to provide automated security feedback on every change. StackHawk and Schemathesis run against deployed preview environments, FuzzyAI tests AI features during staging validation, and Sonatype Lifecycle scans dependencies at build time. Together they create a security gate that catches vulnerabilities across the application, API, AI, and dependency surfaces before production deployment.
Each tool in the stack addresses a distinct attack surface without significant overlap. StackHawk handles web and API vulnerabilities, Schemathesis finds API specification violations, FuzzyAI covers AI-specific threats, and Sonatype manages supply chain risks. This complementary coverage means teams get comprehensive security testing without redundant scanning that wastes pipeline time.