機器學習

複数の要件や要望を体系的に分析・評価し、実装する項目を決定するスキル。MoSCoW分類、優先度スコアリング、影響分析を提供する。プロジェクト初期段階での要件整理から、開発中の追加要望への対応まで幅広く活用できる。Anchors:• Software Requirements (Karl Wiegers) / 適用: 要件優先順位付け / 目的: リソース最適配分• Lean Analytics (Alistair Croll) / 適用: ビジネス価値評価 / 目的: 戦略的決定支援• Prioritization Frameworks / 適用: MoSCoW, RICE, Kano / 目的: 体系的な優先順位決定Trigger:Use when triaging multiple requirements, prioritizing features, defining scope, or making resource allocation decisions.requirements triage, priority scoring, MoSCoW classification, scope management, feature prioritization, 要件トリアージ, 優先順位付け

Domain specialist for security operations, vulnerability management, compliance, and secure coding practices. Scope: OWASP Top 10, authentication (OAuth2, JWT, SAML, OIDC), input validation (SQLi, XSS, CSRF), secrets management, security headers, file upload security, vulnerability scanning, compliance (SOC2, GDPR, PCI-DSS). Excludes: code-level design patterns, infrastructure security, database design, performance optimization. Triggers: "security", "OWASP", "authentication", "authorization", "OAuth", "JWT", "SAML", "OIDC", "SQL injection", "XSS", "CSRF", "input validation", "secrets management", "vulnerability scan", "compliance", "SOC2", "GDPR", "security headers".

This skill enables Claude to generate Helm charts for Kubernetes applications. It should be used when the user requests the creation of a new Helm chart, the modification of an existing chart, or assistance with packaging and deploying Kubernetes applications using Helm. The skill is triggered by requests that mention "Helm chart", "Kubernetes deployment", "package application for Kubernetes", or similar phrases related to Helm and Kubernetes. It helps streamline the process of creating and managing Kubernetes deployments.

技術ドキュメント向けMarkdown高度構文スキル。Mermaid図、複雑テーブル、コードブロック、数式表現を活用。Anchors:• GitHub Flavored Markdown Spec / 適用: 拡張構文 / 目的: プラットフォーム互換ドキュメント• CommonMark Spec / 適用: 基本構文 / 目的: クロスプラットフォーム互換性• Mermaid Official Docs / 適用: ダイアグラム / 目的: ビジュアル技術文書Trigger:Use when creating technical documentation with Mermaid diagrams, complex tables,syntax-highlighted code blocks, mathematical expressions, or YAML front-matter.

Builds end-to-end browser tests for critical user flows using Playwright or Cypress. Includes selector strategies, test data management, page objects, and visual regression testing. Use for "E2E testing", "browser tests", "Playwright", or "Cypress tests".

This skill enables Claude to validate the ethical implications and fairness of AI/ML models and datasets. It is triggered when the user requests an ethics review, fairness assessment, or bias detection for an AI system. The skill uses the ai-ethics-validator plugin to analyze models, datasets, and code for potential biases and ethical concerns. It provides reports and recommendations for mitigating identified issues, ensuring responsible AI development and deployment. Use this skill when the user mentions "ethics validation", "fairness assessment", "bias detection", "responsible AI", or related terms in the context of AI/ML.

Expert guidance for working with the AppConfig runtime configuration system in squareone. Use this skill when implementing configuration loading, working with YAML config files, setting up new pages that need configuration, troubleshooting config hydration issues, or migrating from next/config patterns. Covers server-side loadAppConfig(), client-side useAppConfig(), MDX content loading, Sentry configuration injection, and Kubernetes ConfigMap patterns.

Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches capacity, (3) major task milestone completed, (4) work session ending, (5) user says 'save state', 'create handoff', 'I need to pause', 'context is getting full', (6) resuming work with 'load handoff', 'resume from', 'continue where we left off'. Proactively suggests handoffs after substantial work (multiple file edits, complex debugging, architecture decisions). Solves long-running agent context exhaustion by enabling fresh agents to continue with zero ambiguity.

Use when building telephony, messaging, or video applications; implementing voice AI agents; working with SWML call flows; debugging webhook callbacks or call state issues; setting up real-time WebSocket communication; encountering authentication 401/403 errors; or troubleshooting SWAIG function errors - provides REST API patterns, SDK examples, and production-tested workflows for modern SignalWire communication systems

様々な形式での出力フォーマッティングスキル。Markdown、JSON、YAML、表形式など、構造化された見やすい出力を作成します。Anchors:• The Pragmatic Programmer (Andrew Hunt, David Thomas) / 適用: コード品質と可読性 / 目的: 読みやすく保守可能な出力設計• Technical Writing (Google Developer Documentation Style Guide) / 適用: ドキュメント構造 / 目的: 明確で一貫性のある技術文書フォーマットTrigger:Use when formatting output, creating structured documents, generating tables, or converting between formats.output format, markdown, json, yaml, table, document structure, formatting, presentation

This skill enables Claude to generate Helm charts for Kubernetes applications. It should be used when the user requests the creation of a new Helm chart, the modification of an existing chart, or assistance with packaging and deploying Kubernetes applications using Helm. The skill is triggered by requests that mention "Helm chart", "Kubernetes deployment", "package application for Kubernetes", or similar phrases related to Helm and Kubernetes. It helps streamline the process of creating and managing Kubernetes deployments.

This skill enables Claude to seamlessly integrate with various secrets managers like HashiCorp Vault and AWS Secrets Manager. It generates configurations and setup code, ensuring best practices for secure credential management. Use this skill when you need to manage sensitive information, generate production-ready configurations, or implement a security-first approach for your DevOps infrastructure. Trigger terms include "integrate secrets manager", "configure Vault", "AWS Secrets Manager setup", "manage credentials securely", or requests for secure configuration generation.

This skill enables Claude to execute visual regression tests using tools like Percy, Chromatic, and BackstopJS. It captures screenshots, compares them against baselines, and analyzes visual differences to identify unintended UI changes. Use this skill when the user requests visual testing, UI change verification, or regression testing for a web application or component. Trigger phrases include "visual test," "UI regression," "check visual changes," or "/visual-test".

Web/CSS implementation patterns for building polished frontends. Use when implementing designs in HTML/CSS, building components, or creating responsive web interfaces.

Expert guidance for creating, writing, building, and refining Claude Code Skills. Use when working with SKILL.md files, authoring new skills, improving existing skills, or understanding skill structure, progressive disclosure, workflows, validation patterns, and XML formatting.

Use when restructuring code without changing behavior - ensures test coverage baseline, incremental steps, behavior preservation, and separation of refactoring from feature work to prevent regressions

Master HTML5, CSS3, JavaScript ES6+, React, Vue, Angular, and modern web development. Learn responsive design, accessibility, and web performance optimization.

Granular feedback on drafts without rewriting. Generates highlighted HTML with click-to-reveal inline comments. Use when user says "comment on this", "leave comments on", "give feedback on", or asks for feedback on a draft. Supports multiple lenses—editor feedback, POV simulation ("as brian would react"), or focused angles ("word choice only", "weak arguments"). A granular alternative to rewrites that lets users review feedback incrementally without losing their voice.

Streamlined guide for Google Ads API queries via MCP. Use when querying campaign performance, keyword metrics, conversion data, auction insights, or ad group analysis. Reduces context overhead by providing curated field references and common query patterns. Triggers on Google Ads, SEM performance, campaign analysis, keyword research, or auction insights requests.

Create detailed technical plans and implementation roadmaps by analyzing project architecture and designing solutions that integrate seamlessly with existing patterns. Use when designing features, planning integrations, making architectural decisions. Triggers: 'plan', 'design', 'architecture', 'approach', 'how should I', 'best way', 'integrate', '계획', '설계', '아키텍처', '접근법', '어떻게 해야', '가장 좋은 방법', '통합', '마이그레이션', working with multi-module features, system boundaries, complex migrations.