majiayu000
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- ▌ Umbraco Msw Testing · majiayu000 bundleMSW (Mock Service Worker) patterns for testing Umbraco backoffice extensions with mocked APIs
- ▌ Uncertainty Routing · majiayu000 bundleRoute tasks to small model by default, escalate to large model only on low confidence detection, achieving 87% faster learning and 10-30x cost reduction while maintaining accuracy. Use for cost optimization, confidence-based delegation, routine vs complex task routing, and resource efficiency. Triggers on "optimize cost", "model routing", "confidence threshold", "small model first", "escalate on uncertainty".
- ▌ Understanding Check · majiayu000 bundleタスク依頼時の理解確認システム(5W1H)。playbook 作成前にユーザーの意図を確認し、リスク分析と不明点の洗い出しを行う。pm SubAgent から呼び出される。
- ▌ Unit Test Generator · majiayu000 bundleAutomatically generate unit tests based on source code, supporting multiple languages and testing frameworks.
- ▌ Unit Testing Expert · majiayu000 bundleUnit testing expert for Vitest and Jest. Use when writing unit tests, implementing mocking, or setting up test coverage.
- ▌ Unity Compile Fixer · majiayu000 bundleDetect and resolve Unity C# compilation errors using VSCode diagnostics. Use this skill when Unity projects have compilation errors that need diagnosis and automated fixes. Analyzes errors from VSCode Language Server, proposes solutions based on error patterns, and handles version control conflicts for Unity projects.
- ▌ Universal Solutions · majiayu000 bundleUse when facing any animation problem as a comprehensive diagnostic framework
- ▌ Unused Code Cleanup · majiayu000 bundleSystematically identify and remove unused imports, variables, and dead code from TypeScript/React projects using --noUnusedLocals and --noUnusedParameters compiler flags
- ▌ Update Instructions · majiayu000 bundleSmart merge for CLAUDE.md and AGENTS.md instruction files that preserves user customizations while updating SpecWeave sections. Use after plugin refresh, version upgrade, or when instruction files need sync. Parses SW-managed sections and preserves user content.
- ▌ Auto Update Issue Status From Todo To In Progress · majiayu000 bundleAutomatically update GitHub Issue status to the next stage (Todo→In Progress→Done) in all linked projects.
- ▌ Update Project Docs · majiayu000 bundleAutomated project documentation updater that synchronizes and maintains current documentation across the project
- ▌ Update Publications · majiayu000 bundleUpdates the Monarch Initiative publications page with latest data from Google Scholar. Use this when the user asks to update publications, refresh citation metrics, or add new papers to the publications page.
- ▌ Update UI Inventory · majiayu000 bundleUpdate the UI component inventory and documentation when components are added or removed. Use when adding new components, after code reviews flag inventory mismatches, or periodically to ensure docs match reality.
- ▌ Updating Met Models · majiayu000 bundleUpdates HEC-HMS meteorologic model files (.met) including precipitation methods, gage assignments, evapotranspiration, and Atlas 14 frequency storms. Use when configuring precipitation, assigning gages to subbasins, updating TP40 to Atlas 14, or modifying ET methods. Handles clone workflows for QAQC comparison. Trigger keywords: met model, precipitation, gage assignment, Atlas 14, TP40, frequency storm, evapotranspiration, ET, meteorologic model, update precip.
- ▌ Upgrade Packages JS · majiayu000 bundleSafely upgrade JavaScript packages with breaking change detection, migration guidance, and automated code migrations (npm/pnpm/yarn). Cross-platform with git safety branch enforcement.
- ▌ Upgrade Starterpack · majiayu000 bundle<!-- ⚠️ STARTERPACK CORE — DO NOT MODIFY. This file is managed by the starterpack. -->
- ▌ Usage Based Pricing · majiayu000 bundleDynamic pricing models that charge customers based on actual usage rather than fixed subscriptions
- ▌ Use Agents Dispatch · majiayu000 bundleUse when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
- ▌ Use Branch Complete · majiayu000 bundleUse when implementation is complete, all tests pass, and you need to decide how to integrate the work
- ▌ Use Review Feedback · majiayu000 bundleUse when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable
- ▌ User Guidance Flows · majiayu000 bundleCreate onboarding flows, tooltips, and help text for Vue 3 applications. Use when implementing first-time user guidance, feature introductions, help tooltips, or keyboard shortcuts. Mentions "onboarding", "tooltip", "help text", "user guide", or "feature introduction".
- ▌ User Guide Creation · majiayu000 bundleCreate comprehensive user guides, tutorials, how-to documentation, and step-by-step instructions with screenshots and examples. Use when writing user documentation, tutorials, or getting started guides.
- ▌ User Profile Reader · majiayu000 bundleRead user profile from workspace and calculate content relevance. Use to personalize output based on user interests.
- ▌ Using Anime Service · majiayu000 bundleGuides using AnimeService for anime tracking operations. Use when implementing anime status checks, episode tracking, plan-to-watch, or hidden anime features.
- ▌ Using Argc Argcfile · majiayu000 bundleCreate and modify Argcfiles using the special syntax required. Use this when editing Argcfile.sh, @argc, or any shell script that contains `argc --argc-eval`.
- ▌ Using Elixir Skills · majiayu000 bundleThis skill should be used when the user works on any .ex or .exs file, mentions Elixir/Phoenix/Ecto/OTP, the project has a mix.exs, or asks "which skill should I use", "new to Elixir", "help with Elixir". Routes to the correct thinking skill BEFORE exploring code. Triggers on "implement", "add", "fix", "refactor" in Elixir projects.
- ▌ Using Gcloud Bq CLI · majiayu000 bundleGotchas and patterns for gcloud and bq CLI tools. Use when authenticating service accounts, checking IAM permissions, or troubleshooting BigQuery access errors.
- ▌ Using Gh CLI Search · majiayu000 bundleMANDATORY skill when users mention GitHub CLI searches - establishes non-negotiable requirement to use gh-cli-search skills for correct syntax, quoting, and platform handling
- ▌ Using Ml Production · majiayu000 bundleRouter skill directing to deployment, optimization, MLOps, and monitoring guides.
- ▌ Using Orchestration · majiayu000 bundleUse when user has complex multi-agent workflows, needs to coordinate sequential or parallel agent execution, wants workflow visualization and control, or mentions automating repetitive multi-agent processes - guides discovery and usage of the orchestration system
- ▌ Using Wpf Clipboard · majiayu000 bundleUses WPF Clipboard for copy/paste operations with text, images, and custom data formats. Use when implementing copy/paste functionality or inter-application data transfer.
- ▌ Utility Implementer · majiayu000 bundleImplements utility functions, helpers, and shared code. Use when implementing reusable functions, validation utilities, formatting functions, or helper modules. Creates clean, reusable utility code.
- ▌ Utopia Fluid Scales · majiayu000 bundleFluid typography and spacing tokens using Utopia.fyi with cqi (container query inline) units. Reference for the exact type steps and space tokens defined in this project.
- ▌ Uv Lockfile Hygiene · majiayu000 bundleTriage unexpected uv.lock changes and generated src/*.egg-info diffs in uv-driven Python repos.
- ▌ UX Animation Motion · majiayu000 bundleAnimation patterns using Anime.js v4 for UI feedback, transitions, and celebrations. Use when implementing hover effects, transitions, loading animations, or gamification feedback. Includes reduced motion handling. (project)
- ▌ UX Ascii Visualizer · majiayu000 bundle[UI/UX] Visualizes UI screen structures and components as ASCII art. Represents wireframes, layouts, and UI components as text-based diagrams. Use when requesting 'ASCII wireframe', 'screen structure visualization', or 'UI layout drawing'.
- ▌ UX Component States · majiayu000 bundleInteractive component state patterns including hover, focus, active, disabled, loading, and error states. Use when building buttons, inputs, cards, or any interactive elements. (project)
- ▌ UX Sequence Diagram · majiayu000 bundle[UI/UX] Visualizes interaction sequences and system communications as ASCII diagrams. Represents user-system interactions, API call sequences, and event flows. Use when requesting 'sequence diagram', 'interaction flow', or 'API sequence'.
- ▌ UX Usability Expert · majiayu000 bundleBest-in-class usability designer specializing in UX principles, readability optimization, and user-centered design. Use when improving user interfaces, enhancing readability, applying accessibility standards, or when user asks about UX design, usability improvements, or text readability.
- ▌ Scaffold Experiment · majiayu000 bundleSet up complete experimental infrastructure for all runs in a designed experiment. Orchestrates parallel generation of fine-tuning configs (via scaffold-torchtune) and evaluation configs (via scaffold-inspect). Use after design-experiment to prepare configs before running experiments.
- ▌ Scalability Advisor · majiayu000 bundleGuidance for scaling systems from startup to enterprise scale. Use when planning for growth, diagnosing bottlenecks, or designing systems that need to handle 10x-1000x current load.
- ▌ Schema Design Guide · majiayu000 bundleGuide for relational database schema design with normalization, indexing strategy, constraints, naming conventions, and denormalization tradeoffs. Use when the user designs database tables, asks about normalization, needs indexing advice, or defines foreign key relationships. Trigger whenever database schema, table design, or data modeling is discussed.
- ▌ Scientific Reviewer · majiayu000 bundleComprehensive scientific document review and analysis. Use when Claude needs to review scientific papers, reports, preprints, or other research documents for: (1) Identifying and evaluating claims and supporting evidence, (2) Assessing logical argumentation and experimental design, (3) Reviewing citation adequacy and suggesting additional references, (4) Determining document type and research contribution, (5) Checking technical accuracy and methodology, (6) Providing constructive feedback on presentation and clarity. Also handles language, grammar, and formatting review separately.
- ▌ Scientific Thinking · majiayu000 bundleForces hypothesis-driven scientific reasoning for complex problems. Use when debugging strange behavior, investigating root causes, designing architecture, performing complex refactoring, or when initial attempts have failed. Activates when facing problems that require systematic investigation rather than quick fixes.
- ▌ Scraping Specialist · majiayu000 bundle提供网站抓取、结构化数据提取、浏览器自动化、站点映射、搜索广告情报、社媒内容采集、评论分析与垂直站点采集能力。当任务涉及 scrape、crawl、extract、抓取网页、批量采集、Firecrawl、Playwright、Scrapling、Crawl4AI、Google Ads SERP、Facebook Ad Library、X/Twitter、Trustpilot 或求职平台数据采集时使用。
- ▌ Screen Architecture · majiayu000 bundleiOS画面実装のアーキテクチャ・設計思想スキル。Reduxパターンに基づくSingle Root State、Reducerによるビジネスロジック分離、テスタビリティを重視した実装を支援。使用シーン:(1)「このプロトタイプを本番実装にして」などの本格実装リクエスト (2)「状態管理を整理して」などのアーキテクチャ適用リクエスト (3) 画面の状態管理やテスト可能な設計が必要な場合 (4)「この画面をテストしやすくして」などのリファクタリングリクエスト
- ▌ Screenshot Analyzer · majiayu000 bundleAnalyze screenshots for error diagnosis and tutorial generation using Gemini Vision API. Detects errors, suggests solutions, or generates step-by-step operation guides. Use when debugging from screenshots or creating how-to documentation.
- ▌ Script Driven Skill · majiayu000 bundleBuild multi-step skills using a state-machine pattern with dumb orchestrator and smart phases
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- ▌ Script Kit Menu Bar · majiayu000 bundlemacOS menu bar accessibility system for Script Kit GPUI. Covers AX-based menu reading, recursive menu parsing, menu action execution, and SQLite caching. Use when: (1) Reading application menu bars via Accessibility APIs (2) Executing menu actions programmatically (3) Caching menu structures for performance (4) Working with AXUIElement hierarchy (App -> MenuBar -> MenuBarItem -> Menu -> MenuItem) (5) Handling keyboard shortcuts and modifier flags
- ▌ Script Kit Platform · majiayu000 bundlePlatform integration, hotkeys, and system actions for script-kit-gpui
- ▌ Script Kit Terminal · majiayu000 bundleTerminal integration for Script Kit GPUI using Alacritty terminal emulator and portable-pty. Use when working with terminal/, term_prompt.rs, PTY handling, terminal rendering, escape sequences, selection, scrollback, or ANSI colors.
- ▌ Script Organization · majiayu000 bundleScript organization for data science analysis projects with numbered scripts, data/outs/ directories, and reproducibility conventions. Use when creating new analysis scripts in projects that follow data science conventions (numbered XX_ prefix scripts, outs/ directories, BUILD_INFO.txt). Do NOT load for documentation projects (Quarto books), infrastructure repos, or projects without data/outs/ directory structure.
- ▌ Scrum Delivery Lead · majiayu000 bundleScrum Master & Engineering-Oriented Delivery Lead with hands-on frontend/backend development experience. Interprets Technical Design Documents, reviews UX/UI designs, and understands product requireme
- ▌ Sdd Design Frontend · majiayu000 bundleDesign component architecture, state management, and React patterns. Use when: sdd-design assigns Component Architecture section. Triggers: "design components", "component architecture", "state management", "react patterns"
- ▌ Sdd Design Security · majiayu000 bundleDesign threat mitigation, input validation, and secure execution. Use when: sdd-design assigns Security Considerations section. Triggers: "security design", "threat model", "input validation", "xss prevention"
- ▌ Sdd Fidelity Review · majiayu000 bundleReview implementation fidelity against specifications by comparing actual code to spec requirements. Identifies deviations, assesses impact, and generates compliance reports for tasks, phases, or entire specs.
- ▌ Sdrplay Service Fix · majiayu000 bundleFix stuck SDRplay API service that causes device enumeration to hang. Use when SoapySDRUtil --find hangs, SDRplay device times out, or the SDRplay RSP is unresponsive.
- ▌ Sdv Data Validation · majiayu000 bundleThis skill should be used when the user asks to "validate data structures", "check save format", "update config options", or discusses data persistence. Also use when modifying FavoritesModel.cs, ModConfig.cs, modData conventions, JSON save files, or when preparing migrations for breaking changes.
- ▌ Search Optimization · majiayu000 bundleMaster Fuse.js fuzzy search implementation and optimization for fast, accurate tune search in the music-app project.
- ▌ Season UI Architect · majiayu000 bundleYou are the season-centric podcast UI/UX specialist for Modcaster.
- ▌ Section Backgrounds · majiayu000 bundleApply branding guidelines to page sections after style cleanup. Implements 60-30-10 color rule, alternates section backgrounds, and ensures visual hierarchy. Use for each page after running remove-inline-styles.
- ▌ Section Intro Guide · majiayu000 bundle生成符合初学者需求的入门指南类教程 (.rmd/.qmd),强调 "概念 → 流程 → 代码 → 解释" 结构,确保 70% 文字 + 30% 代码比例。
- ▌ Security Encryption · majiayu000 bundleGame server security including encryption, anti-cheat, and secure communication
- ▌ Security Essentials · majiayu000 bundleSecurity best practices, OWASP compliance, authentication patterns, and vulnerability prevention
- ▌ Security Frameworks · majiayu000 bundleSecurity framework alignment including ISO 27001, SOC 2, NIST CSF 2.0, and CIS Controls mapping
- ▌ Security Guardrails · majiayu000 bundleComprehensive security implementation standards. Use when security guardrails guidance is required.
- ▌ Security Guidelines · majiayu000 bundleセキュアな開発・運用のための実装指針、機密情報管理、通信の確保、入力値検証、依存ライブラリ管理のガイドラインを定義する。セキュリティ実装時、認証・認可実装時、API開発時、またはユーザーがセキュリティ、機密情報、暗号化、XSS対策、SQL injection、脆弱性管理に言及した際に使用する。
- ▌ Security Management · majiayu000 bundleManage security policies and access controls for Protect surveillance. Monitor access to recordings and system settings to ensure only authorized personnel have appropriate access.
- ▌ Security Operations · majiayu000 bundleSecurity Operations Center (SOC) practices, incident response, SIEM management, and threat hunting following NIST 800-61
- ▌ Security Scan Local · majiayu000 bundleRun security scans locally (Semgrep, Trivy, Gitleaks) to detect vulnerabilities, secrets, and code issues before pushing. Use when the user wants to check for security issues, scan dependencies, or validate code security.
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- ▌ Security Validation · majiayu000 bundleRuntime security validation including secret scanning, PII detection, prompt injection defense, audit logging, and output validation for AI agents. Use when validating user input, scanning for secrets, detecting PII, preventing data exfiltration, or implementing security guardrails.
- ▌ Self Evolving Agent · majiayu000 bundleDarwin Gödel Machine patterns for self-improving AI agents with open-ended
- ▌ Self Reviewing Code · majiayu000 bundleSelf-review checklist before marking PR ready - catch clarity, correctness, and maintainability issues with fresh eyes
- ▌ Semantic Compressor · majiayu000 bundle带质量保证循环的agent/skill压缩。5阶段迭代流程确保理解保留。 触发词: semantic-compressor, compress skill, optimize agent, reduce tokens, benchmark
- ▌ Semantic Versioning · majiayu000 bundleImplement semantic versioning (SemVer) with automated release management. Use conventional commits, semantic-release, and version bumping strategies.
- ▌ Sendgrid Management · majiayu000 bundleUse when managing SendGrid email services via CLI - sending emails, managing templates, contacts, lists, suppressions, domains, API keys, webhooks, and viewing stats. Triggers: "sendgrid send", "manage sendgrid", "sendgrid template", "sendgrid contacts", "sendgrid stats", "sendgrid domain", "sendgrid api key", "sendgrid webhook", "email bounces", "sendgrid suppressions", "verify sender", "sendgrid list", "marketing email", "transactional email". Provides comprehensive CLI for all SendGrid API operations without needing the dashboard.
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- ▌ SEO Technical Audit · majiayu000 bundleProfessional technical SEO audit that analyzes crawlability, Core Web Vitals, site architecture, mobile readiness, security, structured data, and AI crawler configuration. Use when auditing websites for technical SEO issues, diagnosing indexation problems, or preparing comprehensive SEO reports.
- ▌ Bio Sequence Similarity · majiayu000 bundleFind homologous sequences using iterative BLAST (PSI-BLAST), profile HMMs (HMMER), and reciprocal best hit analysis. Use when identifying orthologs, distant homologs, or protein family members where standard BLAST is not sensitive enough.
- ▌ Serverless Patterns · majiayu000 bundleServerless deployment patterns for Node.js. Use when deploying to serverless platforms.
- ▌ Session Compression · majiayu000 bundleAI session compression techniques for managing multi-turn conversations efficiently through summarization, embedding-based retrieval, and intelligent context management.
- ▌ Setting Up Prettier · majiayu000 bundleConfigure Prettier for any JavaScript/TypeScript project with recommended settings. Use when setting up code formatting, adding Prettier to existing projects, or when user mentions Prettier setup/フォーマッター設定.
- ▌ Setting Up Projects · majiayu000 bundleAutomates project setup with best practices including pre-commit hooks, linting, formatting, and boilerplate. Activates when creating new projects, missing configuration files, or setting up development environment. Ensures quality tooling from the start.
- ▌ Settings Management · majiayu000 bundleCentral authority for Claude Code configuration and settings. Covers settings.json files (user, project, enterprise), available settings, permission settings, sandbox settings, settings precedence, plugin configuration, environment variables, and tools available to Claude. Assists with configuring Claude Code behavior, managing permissions, setting up enterprise policies, and troubleshooting configuration issues. Delegates 100% to docs-management skill for official documentation.
- ▌ Setup Cost Tracking · majiayu000 bundleInstall genuine per-session cost tracking for Claude Code by wiring bundled logger scripts into the user's statusline — preserving any existing statusline and hooks. Use when the user asks to set up, install, enable, or repair cost tracking / cost logging / session cost capture. Idempotent; safe to re-run.
- ▌ Setup Feature Flags · majiayu000 bundleStep-by-step guide for implementing feature flags to decouple deployment from release with safe rollouts and kill switches using cloud-agnostic patterns.
- ▌ Setup Observability · majiayu000 bundleStep-by-step guide for implementing comprehensive observability with structured logging, metrics, distributed tracing, and alerting using cloud-agnostic patterns.
- ▌ Seuratsubclustering · majiayu000 bundlePerforms fine-grained re-clustering on specific subsets of cells (e.g., individual clusters, cell types, or custom subsets). Unlike `Seurat::FindSubCluster` which only finds subclusters within a single cluster, this process performs the complete clustering workflow (PCA, UMAP, FindNeighbors, FindClusters) on any subset of cells defined by metadata filters or cell barcode lists.
- ▌ Shadcn Svelte Skill · majiayu000 bundleBuild accessible, customizable UI components for Svelte/SvelteKit projects using shadcn-svelte CLI, Tailwind CSS v4.1, and TypeScript. Use when creating component-based Svelte applications that need production-ready, styled UI elements with Tailwind v4.1 + Vite. Also covers the broader Svelte UI ecosystem including Skeleton UI and Melt UI for library selection guidance. Triggers: "add components", "UI components", "build UI", "install component", "create form", "create dialog", "svelte components", "shadcn-svelte", "skeleton ui", "melt ui"
- ▌ Shader Fundamentals · majiayu000 bundleGLSL shader fundamentals—vertex and fragment shaders, uniforms, varyings, attributes, coordinate systems, built-in variables, and data types. Use when writing custom shaders, understanding the graphics pipeline, or debugging shader code. The foundational skill for all shader work.
- ▌ Sharding Strategies · majiayu000 bundleHorizontal scaling patterns for multi-tenant databases. Covers shard key selection, consistent hashing, and shard management.
- ▌ Shared Pool Pattern · majiayu000 bundleUse when implementing shared connection pool for multiple services in same application - provides complete setup steps for FastAPI/multi-service apps without needing examples
- ▌ Ralph Router · majiayu000 bundleRoutes to appropriate Ralph skills based on agent role and task signals
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- ▌ Shareplay Developer · majiayu000 bundleBuild, integrate, and troubleshoot SharePlay GroupActivities features, including GroupActivity definitions, activation flows, GroupSession lifecycle, messaging and journals, ShareLink and SharePlay UI
- ▌ Shelby Media Player · majiayu000 bundleUse when integrating Shelby Protocol media player for React video streaming. Helps with installation, SimpleShakaVideoPlayer setup, custom layouts, TailwindCSS 4 configuration, and building adaptive HLS/DASH video players. Invoke for video player components, decentralized video streaming, or Shaka Player integration with Shelby.
- ▌ Shell Dev Practices · majiayu000 bundleShell scripting best practices for bash, sh, zsh with focus on error handling, portability, and automation.
- ▌ Shift Right Testing · majiayu000 bundleTesting in production with feature flags, canary deployments, synthetic monitoring, and chaos engineering. Use when implementing production observability or progressive delivery.