majiayu000
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- ▌ QA Validation Workflow · majiayu000 bundleFull validation workflow for QA agent. Runs automated checks (type-check, lint, test, build) and browser testing with E2E tests. Use when validating implementation after code review.
- ▌ Qdrant Chunk Retriever · majiayu000 bundleRetrieves and inspects chunks from specific PDF documents in Qdrant vector database. Use when user wants to view, inspect, debug, or examine chunks from a particular file, check chunk content, or investigate chunk indexing.
- ▌ Qe Defect Intelligence · majiayu000 bundleAI-powered defect prediction, pattern learning, and root cause analysis for proactive quality management.
- ▌ Qe Security Compliance · majiayu000 bundleSecurity auditing, vulnerability scanning, and compliance validation for OWASP, SOC2, GDPR, and other standards.
- ▌ Quality Audit Workflow · majiayu000 bundleComprehensive codebase quality audit with parallel agent orchestration, GitHub issue creation, automated PR generation per issue, and PM-prioritized recommendations. Use for code review, refactoring audits, technical debt analysis, module quality assessment, or codebase health checks.
- ▌ Quality Fix Formatting · majiayu000 bundleAutomatically fix code formatting issues using mojo format, markdownlint, and pre-commit hooks. Use when formatting checks fail or before committing code.
- ▌ Quality Gate Detection · majiayu000 bundleDetect and configure quality gate commands for Ralph's autonomous execution. Use when: (1) Analyzing a project to determine available test, lint, and build scripts, (2) Generatiing a task-specific verification checklist based on project reality. This skill enables Ralph to adapt verification to the specific project context.
- ▌ Quality Gates Enforcer · majiayu000 bundleEnforces minimum quality thresholds in CI including code coverage, linting, type checking, and security scanning. Provides required checks, PR rules, and automated enforcement. Use for "quality gates", "CI checks", "code quality", or "PR requirements".
- ▌ Quality Gates Parallel · majiayu000 bundleLaunch 4 quality subagents in parallel using Claude Code 2.1+ native Task tool. Reads results post-analysis for orchestrator decision-making.
- ▌ Quick Topic Researcher · majiayu000 bundleRapid topic mastery for video/content prep. Takes a topic → generates 5 research questions → parallel PubMed + web search → outputs McKinsey-style brief in 5 minutes. Use BEFORE recording videos or writing content.
- ▌ Qwen Holo Output Skill · majiayu000 bundleCoordinate Holo output formatting and telemetry so 0102, Qwen, and Gemma receive exactly what they need.
- ▌ Rails Database Indexes · majiayu000 bundleDesign and implement database indexes for optimal query performance. Use when creating tables, optimizing slow queries, or improving database performance.
- ▌ Rails Error Prevention · majiayu000 bundleComprehensive checklist and prevention strategies for common Ruby on Rails errors. Use this skill BEFORE writing any Rails code to prevent ViewComponent template errors, ActiveRecord query mistakes, method exposure issues, N+1 queries, and other common Rails pitfalls.
- ▌ Rails Technical Writer · majiayu000 bundleTechnical documentation specialist for Rails projects. Use when writing README files, API documentation, setup guides, architectural decisions, code comments, or user-facing documentation. Focuses on clarity, completeness, and maintainability.
- ▌ Raise Negotiation Prep · majiayu000 bundleMarket salary research, accomplishment quantification, negotiation scripts, total compensation analysis, timing strategy.
- ▌ Raisonnement Juridique · majiayu000 bundleModélise le raisonnement juridique d'un magistrat français pour l'analyse de dossiers civils. Utiliser ce skill pour analyser un litige et identifier les questions juridiques, construire un raisonnement juridique structuré (syllogisme), rédiger une motivation de jugement civil, rechercher la jurisprudence et les textes applicables via Judilibre et Légifrance, qualifier juridiquement des faits et actes, distinguer prétentions, moyens et arguments. Basé sur les Fiches méthodologiques de rédaction du jugement civil (ENM/Cour de cassation, 2023).
- ▌ Rancher Troubleshooter · majiayu000 bundleDiagnose and troubleshoot Rancher Desktop on WSL2, focusing on Kubernetes/K3s issues including slow API operations, etcd health problems, cluster component failures, and pod networking issues. Use when encountering Rancher Desktop errors, timeouts, or performance degradation.
- ▌ Rate Limiting Patterns · majiayu000 bundleUse when implementing rate limiting, throttling, or API quotas. Covers algorithms like token bucket and sliding window, plus distributed rate limiting patterns.
- ▌ Re11 Calibration Loops · majiayu000 bundleApply RE11 Calibration Loops to repeatedly check predictions against outcomes to improve forecasting accuracy.
- ▌ React Component Create · majiayu000 bundleCreate new React components following project patterns and best practices. Includes proper typing, testing, and documentation.
- ▌ React Component Design · majiayu000 bundleDesign React components following Tetris architecture guidelines. Use when creating new components, refactoring components, optimizing performance, or improving component structure. Auto-triggers on phrases like "create a component", "refactor this component", "optimize rendering", or "improve component design". Emphasizes component consolidation, unified patterns, and efficient hook usage.
- ▌ React Context Patterns · majiayu000 bundleUse when React Context patterns for state management. Use when sharing state across component trees without prop drilling.
- ▌ React Hook Composition · majiayu000 bundleCustom hook patterns for TMNL. Covers hook composition, useDebugValue, atom subscriptions, and registry patterns. Use for building reusable hook APIs like useSlider, useDataManager.
- ▌ React Router V7 Expert · majiayu000 bundleUse this skill when you need expert guidance on React development with React Router V7, including component architecture, routing patterns, state management, performance optimization, and modern React best practices. Examples - User building React app with complex routing requirements needing nested routes with data loading and error boundaries. Performance optimization for React routing and rendering issues. Implementing server components, concurrent features, and state management patterns.
- ▌ React UX Code Reviewer · majiayu000 bundleReviews React/TypeScript UX code for accessibility, performance, component design, and user experience. Specializes in React, TypeScript, Material-UI, and frontend architecture. Verifies against latest React.dev, TypeScript, MUI, and WCAG standards. Use this skill when user requests UX code review or analysis of React components.
- ▌ Reading Deduction Cert · majiayu000 bundle控除証明書（生命保険料・地震保険料等）の画像を読み取り構造化データを返す。 他のスキルから呼び出されるほか、直接ユーザーが呼び出すことも可能。
- ▌ Readthedocs Search API · majiayu000 bundleQuery the Read the Docs Search API to find documentation across projects and repositories. Use when searching documentation, finding related docs, finding API documentation, or gathering information about projects on Read the Docs.
- ▌ Receipt Scanner Master · majiayu000 bundleMaster receipt scanning operations including parsing, debugging, enhancing accuracy, and database integration. Use when working with receipts, images, OCR issues, expense categorization, or troubleshooting receipt uploads.
- ▌ Recursive Communicator · majiayu000 bundleAuto-activates when managing agent-to-agent communication for validation failures and recursive fix cycles between validation specialists and main agent.
- ▌ Redis Caching Patterns · majiayu000 bundleRedis caching strategies for MCP servers - cache invalidation, TTL management, pub/sub patterns, and performance optimization
- ▌ Redux State Management · majiayu000 bundleMaster Redux Toolkit for production state management including slices, async thunks, RTK Query, and error handling
- ▌ Refactor Arch Hotspots · majiayu000 bundle[Code Quality] Identifies architectural hotspots: high-churn files, coupling issues, layer violations, and dependency tangles. Use to find systemic issues that cause repeated bugs or slow development.
- ▌ Refactor Change Report · majiayu000 bundle[Code Quality] Generates summary report of refactoring changes for review. Use after completing a refactoring session to document what changed, why, and what to verify.
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- ▌ Refactoring Dbt Models · majiayu000 bundleSafely refactors dbt models with downstream impact analysis. Use when restructuring dbt models for: (1) Task mentions "refactor", "restructure", "extract", "split", "break into", or "reorganize" (2) Extracting CTEs to intermediate models or creating macros (3) Modifying model logic that has downstream consumers (4) Renaming columns, changing types, or reorganizing model dependencies Analyzes all downstream dependencies BEFORE making changes.
- ▌ Refactoring Specialist · majiayu000 bundleExpert refactoring specialist mastering safe code transformation techniques and design pattern application. Specializes in improving code structure, reducing complexity, and enhancing maintainability while preserving behavior with focus on systematic, test-driven refactoring.
- ▌ Release And Deployment · majiayu000 bundleShips changes safely and often — pipelines, deployment strategies, feature flags, rollback, and database changes. Use this to design a deployment pipeline, reduce release risk, roll out a risky change gradually, plan a schema migration, or work out why releases are infrequent and frightening.
- ▌ Release Checklist Gate · majiayu000 bundleChecklist gate สำหรับ production release ครอบคลุม testing, documentation, rollback plan, และ stakeholder sign-off
- ▌ Remind Gabe Os Context · majiayu000 bundleProactively remind about Gabe-OS workflows when context may have been lost, especially after /compact operations. Prevent manual implementation by checking for existing specs first.
- ▌ Remixjs Best Practices · majiayu000 bundleBest practices for Remix (2025-2026 Edition), focusing on React Router v7 migration, server-first data patterns, and error handling.
- ▌ Remotion Script Writer · majiayu000 bundleWrites detailed video scripts for Remotion based on input requirements and codebase analysis
- ▌ Replenishment Strategy · majiayu000 bundleWhen the user wants to design or optimize replenishment strategies, determine replenishment policies, or improve inventory flow between locations. Also use when the user mentions "inventory replenishment," "stock replenishment," "min-max inventory," "DRP," "auto-replenishment," "vendor-managed inventory," "forward pick replenishment," or "retail store replenishment." For safety stock calculations, see inventory-optimization. For multi-echelon networks, see multi-echelon-inventory.
- ▌ Repo Conventions Check · majiayu000 bundleMANDATORY before adding files to any repo. Enforces checking existing patterns and confirming with the user before starting work. Use when: (1) adding new files, (2) adding new skills, (3) creating PRs, (4) any structural changes. BLOCKS progress until conventions are verified and user confirms the plan.
- ▌ Requesting Code Review · majiayu000 bundleDispatch code-reviewer subagent to review implementation against plan or requirements before proceeding
- ▌ Requirement Extraction · majiayu000 bundleExtract structured requirements with REQ-* keys from raw intent. Transforms vague user intent into formal requirements with unique keys, acceptance criteria, and business context. Use when starting new features or analyzing user stories.
- ▌ Requirements Authoring · majiayu000 bundleComprehensive standards for creating and maintaining requirements and specification documents with SMART principles, proper structure, integrity, and traceability
- ▌ Requirements Discovery · majiayu000 bundleStakeholder interview and requirements elicitation. Discovers hidden needs, surfaces contradictions, and produces structured specifications. Use when gathering requirements, conducting discovery interviews, or writing PRDs/feature specs.
- ▌ Requirements Extractor · majiayu000 bundleAuto-activates when analyzing GitHub issues to extract functional requirements, non-functional requirements, acceptance criteria, and user stories.
- ▌ Requirements Gathering · majiayu000 bundleGuides comprehensive requirements gathering and analysis including stakeholder interviews, user story creation, use case documentation, acceptance criteria, requirements prioritization, and traceability. Produces requirements documents, user stories, use cases, and development roadmaps. Use when gathering requirements, writing user stories, creating acceptance criteria, analyzing stakeholder needs, prioritizing features, or when users mention requirements analysis, business analysis, user stories, use cases, or requirements documentation.
- ▌ Requirements Lifecycle · majiayu000 bundleUse when defining requirements, tracking traceability, managing requirement changes, or establishing RTM - covers elicitation, analysis, specification across CMMI Levels 2-4
- ▌ Research After Failure · majiayu000 bundleUse after 2 consecutive failed attempts at solving a problem - STOP guessing and research documentation, codebase, and online resources before resuming
- ▌ Research And Implement · majiayu000 bundleResearches implementation approaches using browser automation via /chrome, then implements the best solution. Use when building new features, solving unfamiliar problems, or need to find best practices before implementing. Combines learning with doing.
- ▌ Research And Synthesis · majiayu000 bundleFetch and summarize authoritative external sources into actionable guidance using MCP helpers. EXCLUSIVE to researcher agent.
- ▌ Research Documentation · majiayu000 bundleResearch topics and document findings in Notion with organized structure and sources
- ▌ Research Orchestration · majiayu000 bundleUse when brainstorming completes and user selects research-first option - manages parallel research subagents (up to 4) across codebase, library docs, web, and GitHub sources, synthesizing findings and auto-saving to memory before planning
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- ▌ Resilience Engineering · majiayu000 bundleStrategies for handling Shopify API Rate Limits (429), retry policies, and circuit breakers. Essential for high-traffic apps.
- ▌ Restart Dev Containers · majiayu000 bundleRestarts WitchCityRope Docker DEVELOPMENT containers using the CORRECT procedure. Handles shutdown, rebuild with dev compose overlay, health checks, and compilation verification. Ensures environment is ready for development. SINGLE SOURCE OF TRUTH for dev container restart process. Uses -p witchcityrope-dev for isolation from test containers.
- ▌ Results Interpretation · majiayu000 bundleInterpret statistical results correctly and comprehensively. Use when: (1) Writing results sections, (2) Discussing findings, (3) Avoiding common misinterpretations, (4) Reporting effect sizes and confidence intervals.
- ▌ Retention Ltv Playbook · majiayu000 bundleLifecycle frameworks for driving repeat purchase, loyalty, and subscription value.
- ▌ Retro CSS Architecture · majiayu000 bundleOrganize 8-bit CSS with custom properties, pixel fonts, and responsive pixel art. Apply when creating or modifying retro-styled components and their CSS.
- ▌ Retrospective Workflow · majiayu000 bundleSystematic post-story retrospective process with automated metrics gathering, structured feedback collection, and Agent Package Manager handoff generation
- ▌ Reusable UI Components · majiayu000 bundleGuidelines for creating reusable, portable UI components with native-first design, compound patterns, and accessibility
- ▌ Review Data Migrations · majiayu000 bundleReview database migrations, backfills, and data transformations for production safety. Validates ID mappings, catches swapped values, verifies rollback plans. Triggers on db/migrate files with UPDATE statements, backfill scripts, ID/enum mappings, or LEGACY_MAP constants.
- ▌ Stack Integrity Analyst Linker · majiayu000 bundleStatically compares Frontend API calls against Backend Route definitions to find orphans.
- ▌ Review Workflow Design · majiayu000 bundleDesign spec-based review workflows with visual proof and issue classification. Use when setting up review processes, validating against specifications, or implementing screenshot-based visual validation.
- ▌ Reviewing And Shipping · majiayu000 bundleValidate quality with multi-agent review, auto-fix issues, generate organized commits, and create PRs with rich context. Use after completing features to ensure quality gates pass and ship confidently.
- ▌ Reviewing Code Quality · majiayu000 bundleAutomated tooling and detection patterns for JavaScript/TypeScript code quality review
- ▌ Reviewing Dependencies · majiayu000 bundleAutomated tooling and detection patterns for analyzing npm dependencies, unused packages, and dead code. Provides tool commands and what to look for—not how to structure output.
- ▌ Reviewing Test Quality · majiayu000 bundleReview React 19 test quality including coverage, patterns, and React 19 API testing. Use when reviewing tests or test coverage.
- ▌ Risk Buffer Calculator · majiayu000 bundle计算每Phase风险缓冲百分比，基于复杂度、依赖和未知因素进行启发式分析。当需要风险评估、缓冲时间规划、资源预留时使用。主要用于L3项目的严格风险管理。
- ▌ Risk Portfolio Manager · majiayu000 bundleAI-powered portfolio risk management and optimization. Use when sizing positions, managing portfolio allocation, calculating risk metrics (VaR, Sharpe), rebalancing, or implementing defensive strategies. Covers: position sizing, correlation analysis, drawdown management, dynamic rebalancing, kill switches.
- ▌ Risk Scoring Framework · majiayu000 bundleMethod for calculating customer health/risk tiers using quantitative + qualitative data.
- ▌ Robot Simulation Setup · majiayu000 bundleGenerate production-quality Python code for robot simulations that run in Pyodide (browser). Supports simplified physics simulations using NumPy, Matplotlib, and basic physics calculations. Creates educational code for teaching robot kinematics, dynamics, and control without requiring heavy simulation engines (PyBullet/MuJoCo/Gazebo are not Pyodide-compatible). Focuses on 2D/3D visualizations, kinematic chains, and simplified dynamics for educational purposes.
- ▌ Robotframework Results · majiayu000 bundleParse Robot Framework output.xml results into JSON summaries, detailed suite/test breakdowns, tag and criticality stats, execution errors, failed test messages, keyword-level errors, and timing. Use when asked to read/merge output.xml, compute pass/fail counts, tag stats, criticality, error messages, elapsed time, slowest tests/keywords, or combine/merge multiple outputs via rebot.
- ▌ Role Software Engineer · majiayu000 bundleRole definition for software engineer agents. Defines responsibilities, principles, required skills, and success criteria. Use to understand what it means to operate as a software engineer in this codebase.
- ▌ Ros2 Custom Interfaces · majiayu000 bundleGenerate ROS 2 custom message (.msg) and service (.srv) interface definitions for educational content. This skill should be used when creating lessons that teach interface design, writing exercises involving custom data types, or generating worked examples for robotics communication protocols.
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- ▌ Rpg Migration Analyzer · majiayu000 bundleAnalyzes legacy RPG (Report Program Generator) programs from AS/400 and IBM i systems for migration to modern Java applications. Extracts business logic from RPG III/IV/ILE source code, identifies data structures (D-specs), file operations (F-specs), program dependencies (CALLB/CALLP), and converts RPG constructs to Java equivalents. Generates migration reports, complexity estimates, and Java implementation strategies with POJO classes, JPA entities, and service methods. Use when modernizing AS/400 or IBM i legacy systems, analyzing RPG source files (.rpg, .rpgle, .RPGLE), converting RPG to Java, mapping data specifications to Java classes, planning legacy system migration, or when user mentions RPG analysis, Report Program Generator, RPG III/IV/ILE, AS/400 modernization, IBM i migration, packed decimal conversion, or mainframe application rewrite.
- ▌ Rspec Testing Patterns · majiayu000 bundleComplete guide to testing Ruby on Rails applications with RSpec. Use this skill when writing unit tests, integration tests, system tests, or when setting up test infrastructure including factories, shared examples, and mocking strategies.
- ▌ Rss Feed Parser Expert · majiayu000 bundleYou are the podcast RSS feed parsing specialist for Modcaster.
- ▌ Ruby Rails Application · majiayu000 bundleDevelop Ruby on Rails applications with models, controllers, views, Active Record ORM, authentication, and RESTful routes. Use when building Rails applications, managing database relationships, and implementing MVC architecture.
- ▌ Rulebook Quality Gates · majiayu000 bundleAutomated quality checks and enforcement for code commits. Use when validating code quality, running pre-commit checks, ensuring test coverage, or enforcing coding standards before commits and pushes.
- ▌ Rules Repo Conventions · majiayu000 bundleApply Rules Repository conventions and forward-only workflow. Use when generating or editing docs, prompts, or code in projects that consume this repository or when this repository is the active workspace. Ensure Pact → Rules → Guides → Implementation links are created and updated, and prefer linking to submodule guides over duplicating content.
- ▌ Running Design Reviews · majiayu000 bundleRun high-signal design reviews (design critique / design crit / design feedback) by producing a Design Review Pack: review brief + requested feedback, agenda + facilitation script, feedback log prioritized by Value→Ease→Delight, decision record, and follow-up plan.
- ▌ Running Effective 1 1s · majiayu000 bundleRun effective 1:1s and skip-levels as a manager/leader and produce a 1:1 Operating System Pack (cadence plan, agendas, shared doc templates, coaching prompts, career conversation plan, and quality gates). Use for 1:1, one-on-one, 1-on-1, manager check-ins, coaching, career conversations, and skip levels. Category: Leadership.
- ▌ Rust Async Concurrency · majiayu000 bundleManage concurrent operations with channels, semaphores, locks, and streams. Use when coordinating parallel work or limiting resource usage.
- ▌ Rust CLI Tui Developer · majiayu000 bundleExpert guidance for Rust CLI and TUI development with official examples from clap, inquire, and ratatui libraries. Use when building command-line interfaces, terminal user interfaces, or console applications in Rust. Provides structured patterns, best practices, and real code implementations from official sources.
- ▌ Rust Project Structure · majiayu000 bundleRust project organization and structure. Use when creating new projects, organizing modules, setting up workspaces, configuring Cargo.toml, or migrating between editions.
- ▌ Rust Style Conventions · majiayu000 bundleFoundational Rust style conventions that apply universally to all Rust code. Covers import organization, naming conventions, and code formatting standards. This skill is automatically applied to all Rust implementations and should be referenced by all other Rust skills.
- ▌ Rust Wasm Optimization · majiayu000 bundleOptimize Rust code for WebAssembly compilation and runtime performance. Use when building WASM applications, optimizing binary size, or improving WASM runtime performance.
- ▌ Saas Metrics Diligence · majiayu000 bundleAnalyze SaaS and usage-based metrics for diligence: NDR/NRR, gross margin, CAC payback, sales efficiency, cohorts, and unit economics by segment. Use when diligencing B2B SaaS or infra companies.
- ▌ Safe Project Organizer · majiayu000 bundleComprehensive project cleanup and organization skill combining safe reorganization, root directory cleanup, and legacy tech removal. Features multi-stage validation, dry-run previews, and explicit user confirmation.
- ▌ Safety Pattern Auditor · majiayu000 bundleSystematic audit of safety patterns to identify gaps, regressions, and improvement opportunities
- ▌ Sales Forecast Builder · majiayu000 bundleWeighted pipeline forecast by probability. Historical accuracy tracking, commit vs best-case scenarios, deal slippage patterns.
- ▌ Salesforce Integration · majiayu000 bundleIntegrating with Salesforce CRM using REST API, SOAP API, Bulk API, authentication, and common integration patterns for sales, marketing, and customer data.
- ▌ Sankey Diagram Creator · majiayu000 bundleCreate interactive Sankey diagrams for flow visualization from CSV, DataFrame, or dict data. Supports node/link styling and HTML/PNG/SVG export.
- ▌ Sap Btp Best Practices · majiayu000 bundleProduction-ready SAP BTP best practices for enterprise architecture, account management, security, and operations. Use when planning BTP implementations, setting up account hierarchies, configuring environments, implementing authentication, designing CI/CD pipelines, establishing governance, building Platform Engineering teams, implementing failover strategies, or managing application lifecycle on SAP BTP. Keywords: SAP BTP, account hierarchy, global account, directory, subaccount, Cloud Foundry, Kyma, ABAP, SAP Identity Authentication, CI/CD, governance, Platform Engineering, failover, multi-region, SAP BTP best practices
- ▌ Sap Btp Job Scheduling · majiayu000 bundleThis skill provides comprehensive guidance for SAP BTP Job Scheduling Service development, configuration, and operations. It should be used when creating, managing, or troubleshooting scheduled jobs on SAP Business Technology Platform. The skill covers service setup, REST API usage, schedule types and formats, OAuth 2.0 authentication, multitenancy, Cloud Foundry tasks, Kyma runtime integration, and monitoring with SAP Cloud ALM and Alert Notification Service. Keywords: SAP BTP, Job Scheduling, jobscheduler, cron, schedule, recurring jobs, one-time jobs, Cloud Foundry tasks, CF tasks, Kyma, OAuth 2.0, XSUAA, @sap/jobs-client, REST API, asynchronous jobs, action endpoint, run logs, SAP Cloud ALM, Alert Notification Service, multitenancy, tenant-aware, BC-CP-CF-JBS