Security & Testing Claude 技能

Golden Dataset Management

Protects and maintains high-quality test datasets for AI/ML systems through automated backup, restoration, and integrity validation.

Evidence Verification

Verifies code changes through systematic collection of test results, build outputs, and quality metrics before task completion.

Comprehensive Code Verification

Verifies code implementations using parallel specialized agents and nuanced grading to ensure production readiness and security.

Advanced Pytest Patterns

Optimizes Python testing suites using custom markers, parallel execution with xdist, and advanced hook implementations for scalable infrastructure.

Authentication Patterns

Implements secure authentication and authorization flows using modern standards like OAuth 2.1, Passkeys, and Argon2id.

Comprehensive Test Execution & Analysis

Executes full-stack test suites with parallel failure analysis and integrated coverage reporting.

Integration Testing

Implements production-ready integration testing patterns for APIs, databases, and UI components within Claude Code.

Advanced Unit Testing Patterns

Implements production-grade unit testing patterns and best practices for TypeScript and Python using Claude Code.

MCP Security Hardening

Implements robust security patterns for Model Context Protocol integrations to prevent prompt injection and tool poisoning.

LLM Application Testing

Implements deterministic testing patterns for AI applications using DeepEval, RAGAS, and advanced mocking strategies.

Property-Based Testing

Automates edge-case discovery by generating diverse test inputs and validating system invariants using the Hypothesis framework.

Input Validation & Sanitization

Secures applications by implementing robust server-side input validation and sanitization patterns using Zod and Pydantic.

Web Application Testing with Playwright

Automates the end-to-end testing lifecycle using AI agents to plan, generate, and self-heal Playwright test suites.

Input Validation & Sanitization

Validates and sanitizes untrusted user input using industry-standard Zod and Pydantic patterns to prevent security vulnerabilities.

Test Data Management

Streamlines the creation and management of test data using factories, fixtures, and automated database seeding patterns.

MSW 2.0 API Mocking

Mocks network-level API requests for frontend testing using Mock Service Worker 2.x standards.

MSW API Mocking

Mocks network-level API requests using MSW 2.x to create deterministic and resilient frontend tests.

Advanced Pytest Patterns

Implements sophisticated Python testing workflows using custom markers, parallel execution with xdist, and advanced fixture architecture.

LLM Testing & Validation

Implements deterministic testing patterns and quality metrics for LLM-based applications using DeepEval and RAGAS.

Performance Testing

Automates the creation and execution of load, stress, and spike tests using industry-standard tools like k6 and Locust.

Web Application Testing

Builds and debugs web application features through a structured, iterative testing process using Playwright.

Advanced LLM Guardrails & Safety

Implements production-grade LLM safety layers using NeMo Guardrails, Guardrails AI, and adversarial red-teaming to prevent hallucinations, toxicity, and prompt injections.

OrchestKit Health Diagnostics

Diagnoses and validates the health of OrchestKit installations to ensure skills, agents, and hooks are correctly configured.

OWASP Top 10 Security

Audits and secures web applications against the most critical security vulnerabilities identified by OWASP.

Skill Evaluator

Evaluates agent skills against Anthropic's official best practices to ensure optimal structure, naming, and content organization.

Traceability Matrix & Requirements Coverage

Verifies bidirectional traceability between requirements, source code, and test suites to ensure complete project coverage and compliance.

Test Coverage Analyst

Analyzes codebase test coverage, identifies critical gaps, and provides prioritized recommendations for improving software quality.

Flaky Test Detector

Identifies and stabilizes intermittent test failures by analyzing CI history and code patterns to improve build reliability.

TDD Enforcement & Coverage Gates

Enforces test-driven development practices through automated pre-commit hooks and CI coverage gates.

Mutation Testing Expert

Validates test suite effectiveness by introducing intentional code defects to identify weak assertions and untested logic.