majiayu000
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- ▌ Collaborating With Claude · majiayu000 bundleUse the Claude Code CLI to consult Claude and delegate coding tasks for prototyping, debugging, and code review. Supports multi-turn sessions via SESSION_ID. Optimized for low-token, file/line-based handoff.
- ▌ Collaborating With Gemini · majiayu000 bundleUse the Gemini CLI to consult Gemini and delegate coding tasks for prototyping, debugging, and code review. Supports multi-turn sessions via SESSION_ID. Optimized for low-token, file/line-based handoff.
- ▌ Collect Commits And Files · majiayu000 bundleCollect changed files from git diff and explicit paths, categorize by type, output manifest.
- ▌ Commerce Accounts Payable · majiayu000 bundleManage supplier bills, payments, and AP aging. Use when recording supplier invoices, processing payments, running payment batches, or reviewing AP aging reports.
- ▌ Commerce Customer Service · majiayu000 bundleHandle customer service operations for iCommerce. Use when managing tickets, order issues, returns, refunds, or support playbooks.
- ▌ Commerce Lots And Serials · majiayu000 bundleManage lot/batch tracking and serial number management. Use when tracking product batches with expiration dates, assigning serial numbers, or performing traceability lookups.
- ▌ Commit Message Guidelines · majiayu000 bundleProvides guidelines for creating conventional commit messages, ensuring they adhere to a specific format and are concise.
- ▌ Companion Project Creator · majiayu000 bundleCreate complete runnable companion projects for articles - scaffolded projects, not snippets
- ▌ Component Guidelines Docs · majiayu000 bundleGenerate comprehensive component guideline documentation for SEED Design System. Use when creating or updating design guideline documentation in ./docs/content/docs/components directory. This skill helps create high-quality documentation similar to action-button.mdx.
- ▌ Component Usage Analytics · majiayu000 bundleUse this skill when users mention "component usage", "where is this component used", "deprecate component", "migration impact", "component analytics", or want to track and analyze component usage across the codebase with deprecation planning and migration impact analysis.
- ▌ Composable Svelte Testing · majiayu000 bundleTesting patterns for Composable Svelte. Use when writing tests, using TestStore, mocking dependencies, or testing reducers and effects. Covers the send/receive pattern, mock implementations, testing composition strategies, and testing best practices.
- ▌ Comprehensive Test Review · majiayu000 bundleThis skill should be used when the user asks to "review test coverage", "audit test quality", "check tests for completeness", or mentions reviewing pytest test suites. Performs thorough test review following standard checklist for test isolation, mock usage, naming, and coverage.
- ▌ Concurrent Safe Animation · majiayu000 bundleImplement animation systems resilient to concurrent rendering and interrupted updates.
- ▌ Condensed Analytic Stacks · majiayu000 bundleScholze-Clausen condensed mathematics bridge to sheaf neural networks via 6-functor formalism
- ▌ Conditional Encapsulation · majiayu000 bundleThis rule enforces encapsulating nested conditionals into functions to improve clarity.
- ▌ Constraint Generalization · majiayu000 bundleGeneralization and composition of constraints across navigators
- ▌ Context Engineering Expert · majiayu000 bundleAdvanced context engineering management system that provides comprehensive context architecture design, memory management, knowledge engineering, and workflow orchestration through expert collaboration and intelligent tool integration.
- ▌ Context Engineering State · majiayu000 bundleCurrent state of Claude's memory, context, and Skills architecture as of late 2025. LOAD THIS when discussing context engineering, Skills, userMemories, memory management, context portability across surfaces, or troubleshooting why context isn't loading. Contains experimental findings and observed behaviors NOT in training data.
- ▌ Context Security Resolver · majiayu000 bundleAuthentication, authorization, Clerk integration, RLS policies, and security patterns. Use when working with security-resolver code, files, or integration. Invoke when navigating security-resolver cod
- ▌ Controlled Implementation · majiayu000 bundleExecute implementation work in a strictly controlled manner.
- ▌ Conversion Diagnostic Kit · majiayu000 bundleStructured approach for investigating funnel issues across e-commerce experiences.
- ▌ Convertcommands · majiayu000 bundleAtlas skill for converting Claude Code slash commands to OpenCode commands format. USE WHEN migrating from Claude Code to OpenCode or when you have existing slash command definitions to port.
- ▌ Convex AI Card Generation · majiayu000 bundleGenerate Pictionary drawing cards using AI (Groq) with fallback to hardcoded libraries. Use when creating new game cards, implementing category-based card selection, or handling AI card generation with graceful degradation.
- ▌ Copilot Agent Coordinator · majiayu000 bundleAutomatically assigns GitHub issues to appropriate GitHub Copilot agents based on issue type, labels, and content. Triggers on "assign agent", "who should work on this", "route this issue", or after creating issues via github-mcp-orchestrator.
- ▌ Copilot Feedback Resolver · majiayu000 bundleProcess and resolve GitHub Copilot automated PR review comments. Use when the user says "check copilot review", "handle copilot comments", "resolve copilot feedback", "address copilot suggestions", or mentions Copilot PR comments. Also use after PR creation when Copilot has left automated review comments.
- ▌ Corpus Discovery Dialogue · majiayu000 bundleGuide Socratic discovery of research questions and analytical approaches for text corpus analysis
- ▌ Course Difficulty Concern · majiayu000 bundleAdvise on course difficulty and prerequisites. Use when a customer is unsure about the level or required knowledge.
- ▌ Cracked It Problem Solver · majiayu000 bundleComplete strategic problem-solving methodology from "Cracked It!" by Garrette, Phelps & Sibony. Use when users need to solve complex ill-defined business problems, structure and analyze strategic issues, develop and validate solutions, or present recommendations persuasively. Covers the complete 4S Method (State, Structure, Solve, Sell) from problem definition through solution delivery. Use for strategy consulting, business analysis, decision-making, and solving wicked problems that resist simple frameworks.
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- ▌ Create Database Migration · majiayu000 bundleCreate a database migration to add a table, add columns to an existing table, add a setting, or otherwise change the schema of Ghost's MySQL database.
- ▌ Create Mongodb Repository · majiayu000 bundleCreate MongoDB repository implementation for production database. Use when implementing repository interface with MongoDB, setting up document mapping, creating indexes, or connecting to real database. Triggers on "mongodb repository", "mongo repository", "production repository", "database repository".
- ▌ Create Steering Documents · majiayu000 bundleCreate comprehensive steering documents for development projects. Generates project-specific standards, git workflows, and technology guidelines in .kiro/steering/ directory.
- ▌ Command Palette Developer · majiayu000 bundleThis skill should be used when the user asks to "create a command palette", "build a command palette", "add command palette", "implement ⌘K search", "create search modal", "build keyboard navigation", "add command menu", "create Raycast-style interface", "build spotlight search", or mentions cmdk, command bar, command menu, or keyboard-first navigation. Provides comprehensive guidance for building professional command palettes with React, TypeScript, Tailwind, and modern tooling including cmdk, Floating UI, Zustand, Tanstack Query, and Tanstack Virtual.
- ▌ Creating Copilot Packages · majiayu000 bundleUse when creating GitHub Copilot instructions - provides repository-wide and path-specific formats, applyTo patterns, excludeAgent options, and natural language markdown style
- ▌ Frappe Agent Interpreter · majiayu000 bundleUse when receiving vague or unclear ERPNext/Frappe development requests that need interpretation. Transforms requirements like 'make invoice auto-calculate' or 'add approval workflow' into concrete technical specifications. Determines which Frappe mechanisms to use and maps to the full 60-skill catalog. Keywords: vague requirement, clarify scope, translate business need, technical spec, implementation plan.
- ▌ Latent Space Engineering · majiayu000 bundleShapes agent behavior via instruction framing and style transfer. Use when composing dispatch prompts or writing skill instructions for parallel review agents.
- ▌ Metacognitive Monitoring · majiayu000 bundleActive supervision of the problem-solving process. Covers Schoenfeld's control layer, Ann Brown's self-regulation moves, planning-monitoring-evaluating cycle, time budgeting, strategy switching, and the "what am I doing and why?" check. Use continuously alongside any solving activity to avoid wandering, dead ends, and unproductive grinding.
- ▌ Nw Buddy Command Catalog · majiayu000 bundleAll /nw-* commands — what they do, when to use them, which agent they invoke. For the buddy agent to help users pick the right command.
- ▌ Nw Buddy Project Reading · majiayu000 bundleHow the nWave buddy agent reads a project to answer questions — detection, order of inspection, and citation discipline.
- ▌ Physician Feedback Agent · majiayu000 bundleEvaluate NGM products and services through the lens of synthesized longevity physician personas. Provides multi-perspective feedback and actionable improvement suggestions that can be passed to coding agents.
- ▌ Ponder Schema Specialist · majiayu000 bundleRead-only Ponder schema reference agent. Knows all tables, columns, types, indexes, and relations from ponder.schema.ts. Answers schema questions, finds table/column info, and suggests query patterns. Sub-agent of web3-implementer, invoked when schema knowledge is needed without reading the full source file.
- ▌ Worker Focused Execution · majiayu000 bundleFocused task execution for persistent team workers. Use when implementing features, following scope constraints, using TDD red-green-refactor, validating with browser/API/unit tests, or participating in voting consensus. Triggers on worker execution, feature implementation, scope enforcement, TDD, red-green-refactor, validation, superpowers skills, verification before completion.
- ▌ Advanced Tool Use · majiayu000 bundleContext-efficient tool management via search, deferred loading, and programmatic calling
- ▌ Build Mastra Nuxt Basic · majiayu000 bundleUse when creating a Nuxt frontend Mastra agent with pnpm using a minimum viable plain chat assistant (non-weather agent). Trigger for requests like "Nuxt + Mastra basic setup", "pnpm Nuxt Mastra chat assistant", or "replace weather agent with normal chat agent".
- ▌ Cost Aware LLM Pipeline · majiayu000 bundleUse when building an LLM-powered app that needs cost control via model routing, budget tracking, retry, and prompt caching.
- ▌ Langsmith Testing Skill · majiayu000 bundleCRITICAL for RAG: Every RAG query MUST be traced in LangSmith for observability. Silent failures (bad retrieval, hallucinations) are only detectable through tracing.
- ▌ Microsoft Extensions AI · majiayu000 bundleUse when building provider-agnostic AI applications with Microsoft.Extensions.AI. Covers IChatClient, IEmbeddingGenerator, middleware pipelines, caching, telemetry, and DI integration for chat completions and embeddings. USE FOR: provider-agnostic AI abstractions, dependency-injected chat clients, embedding generation, middleware pipelines (caching, logging, rate limiting), switching between OpenAI/Azure/Ollama without code changes DO NOT USE FOR: Azure-specific model catalog features (use azure-ai-inference), building agent workflows with tools and orchestration (use agent-framework), MCP tool serving (use mcp), ML model training (use mlnet)
- ▌ Microsoft Foundry Local · majiayu000 bundleExpert knowledge for Microsoft Foundry Local (aka Azure AI Foundry Local) development including troubleshooting, best practices, decision making, configuration, and integrations & coding patterns. Use when using Foundry Local CLI, chat/transcription APIs, tools, OpenAI/LangChain clients, or upgrading legacy SDKs, and other Microsoft Foundry Local related development tasks. Not for Microsoft Foundry (use microsoft-foundry), Microsoft Foundry Classic (use microsoft-foundry-classic), Microsoft Foundry Tools (use microsoft-foundry-tools), Azure Local (use azure-local).
- ▌ Optimizing Instructions · majiayu000 bundleUse when instruction files (skills, prompts, CLAUDE.md) are too long or need token reduction while preserving capability. Triggers: "optimize instructions", "reduce tokens", "compress skill", "make this shorter", "too verbose".
- ▌ Orchardcore AI A2a Host · majiayu000 bundleSkill for configuring the CrestApps A2A Host feature in Orchard Core. Covers exposing Agent AI Profiles as A2A agents, host authentication, agent cards, endpoints, and host settings.
- ▌ Toolfs RAG · majiayu000 bundleSemantic search over vector databases for document retrieval. Use this skill when the user requests searching documents, finding relevant content, or performing semantic queries such as "Search for information about X", "Find documents related to Y", or "Query the knowledge base".
- ▌ Ralph Prompt Multi Task · majiayu000 bundleGenerate Ralph-compatible prompts for multiple related tasks. Creates phased prompts with sequential milestones, cumulative progress tracking, and phase-based completion promises. Use when creating prompts for CRUD implementations, multi-step features, staged migrations, or any work requiring multiple distinct but related tasks.
- ▌ Streaming LLM Responses · majiayu000 bundleImplement real-time streaming UI patterns for AI chat applications. Use when adding response lifecycle handlers, progress indicators, client effects, or thread state synchronization. Covers onResponseStart/End, onEffect, ProgressUpdateEvent, and client tools. NOT when building basic chat without real-time feedback.
- ▌ Diffusion Model Patterns · majiayu000 bundleDiffusion model training and inference patterns including UNet/DiT architectures, noise schedules, CFG, ControlNet, and LoRA. Use when building or fine-tuning image generation models.
- ▌ Embedding Strategy Skill · majiayu000 bundlePROTECTED: Manage chunking strategies and embedding dimensions. Changes require user approval + full impact analysis.
- ▌ Gke Inference Quickstart · majiayu000 bundleDeploy optimized AI/ML inference workloads on GKE using Google's Inference Quickstart (GIQ). Covers model discovery, manifest generation, and deployment using native MCP tools and CLI.
- ▌ LLM Crawler Access Check · majiayu000 bundleCheck whether a website's robots.txt allows the AI crawlers that decide visibility in ChatGPT Search, Perplexity, Claude, Gemini, and Microsoft Copilot. Use when someone asks whether AI bots are blocked, whether to allow or block GPTBot, why a site never appears in AI answers, or wants a robots.txt review for AI crawlers. Reads only robots.txt, then returns a per-agent allow/block table, the exact rule responsible for each verdict, and the precise lines to change. Distinguishes training crawlers from the search crawlers that actually control citations.
- ▌ Model Serving Kubernetes · majiayu000 bundleDeploy ML models on Kubernetes with KServe (formerly KFServing) and NVIDIA Triton Inference Server. Includes canary deployments, autoscaling, model versioning, A/B testing, and GPU resource management for production model serving.
- ▌ Spark Memory Thermal Ops · majiayu000 bundleManage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spark. Use when planning memory headroom for a training run on GB10, when a job OOMs on unified memory, or when monitoring temperature and power during multi-hour training.
- ▌ 30 Analyze Impact 150 · majiayu000 bundle[30] ANALYZE. Understand how changes impact the system — what's the core, what's affected, what depends on what. Use when planning changes, analyzing systems, debugging issues, or anytime you need to see the full picture of cause and effect. Triggers on "what's affected", "impact analysis", "dependencies", "scope mapping", or when you need to understand ripple effects.
- ▌ Aget Assess Tradeoffs · majiayu000 bundleAnalyze trade-offs between competing architectural concerns
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- ▌ Alphaxiv Paper Lookup · majiayu000 bundleLook up any arxiv paper on alphaxiv.org to get a structured AI-generated overview. This is faster and more reliable than trying to read a raw PDF.
- ▌ Alumni Career Tracker · majiayu000 bundleAnalyze laboratory alumni career trajectories and outcomes to provide data-driven career guidance for current students and postdocs. Tracks industry vs academia distribution, identifies career pathways, and generates personalized recommendations based on degree level and research interests.
- ▌ Analyzing Skill Usage · majiayu000 bundleUse when evaluating skill performance, A/B testing skill versions, or identifying weak skills. Analyzes session transcripts to extract skill invocation patterns, completion rates, correction rates, and efficiency metrics.
- ▌ Arch Lens Operational · majiayu000 bundleCreate Operational architecture diagram showing CLI workflows, configuration, and observability. Administration lens answering "How is it run and monitored?"
- ▌ Authorship Credit Gen · majiayu000 bundleUse when determining author order on research manuscripts, assigning CRediT contributor roles for transparency, documenting individual contributions to collaborative projects, or resolving authorship disputes in multi-institutional research. Generates fair and transparent authorship assignments following ICMJE guidelines and CRediT taxonomy. Helps research teams document contributions, resolve disputes, and ensure equitable credit distribution in academic publications.
- ▌ Basic Research Design · majiayu000 bundleA biomedical research topic designer that generates progressive experimental subtitles and detailed research outlines based on a given subject. Use when the user wants to design a research proposal, outline experiments for a topic, or structure a biomedical study.
- ▌ Catalysis Electrochem · majiayu000 bundleThis skill group covers computational catalysis and electrochemistry workflows corresponding to VASPKIT menu 05 (tasks 501-509). It provides tools for computing thermodynamic corrections to DFT energies, analyzing reaction pathways (NEB), extracting d-band descriptors for catalytic activity, and applying transition state theory for reaction kinetics.
- ▌ Causation Consequence · majiayu000 bundleCausal reasoning in historical analysis. Covers distinguishing immediate from underlying causes, tracing chains of causation across time scales, identifying unintended consequences, and applying counterfactual reasoning to assess causal significance. Use when analyzing why historical events occurred, evaluating the relative weight of causes, or assessing whether outcomes were inevitable or contingent.
- ▌ Challenge Assumptions · majiayu000 bundleAdversarial reviewer personality for architecture discussions. Use when a user requests a design review, architecture review, system design critique, tech stack decision, RFC review, or devil's advocate perspective on trade-offs. Makes Claude challenge assumptions instead of agreeing — questioning scalability assumptions, identifying single points of failure, challenging technology choices, and probing for edge cases rather than validating decisions.
- ▌ Detect Metric Anomaly · majiayu000 bundleAnalyze a metric for statistical anomalies using z-score analysis and threshold checking. Detects spikes, drops, and trends. Use for proactive monitoring and early warning. Keywords: anomaly, detection, metric, z-score, threshold, alert, statistical.
- ▌ Vibe Devil Advocate Review · majiayu000 bundleChallenges recommendations, designs, or synthesis by adversarial review across 5 dimensions. Use before shipping any significant recommendation or design document.
- ▌ Df Research Objective · majiayu000 bundleResearch how to implement an objective before planning. Use when the user wants to investigate, research, or explore options before planning an objective. Triggers on: "research objective", "investigate before planning", "look into how to build", "what's the best approach for objective"
- ▌ Dk Agent Native Audit · majiayu000 bundleRun comprehensive agent-native architecture review with scored principles. Audits a codebase against 8 agent-native architecture principles (Action Parity, Tools as Primitives, Context Injection, Shared Workspace, CRUD Completeness, UI Integration, Capability Discovery, Prompt-Native Features) by launching parallel sub-agents and producing a scored report. Use when the user wants to evaluate how agent-friendly their architecture is, or audit specific principles. Triggers on: 'agent native audit', 'architecture review', 'how agent-friendly is this', or /dk-agent-native-audit.
- ▌ Dk Breadcrumb Creator · majiayu000 bundleTraces a workflow end-to-end through the harness-kit monorepo and creates a breadcrumb analysis doc in docs/breadcrumb_analysis/. Use this skill whenever the user wants to document a flow, trace a workflow, understand how a feature works across layers (frontend → backend → worker → CLI), or create debugging guides for a specific flow. Also use when the user mentions 'breadcrumb', 'trace this flow', 'how does X work end to end', 'document this workflow', or /dk-breadcrumb-creator.
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- ▌ Fetch Github Trending · majiayu000 bundleFetch trending AI/ML repositories from GitHub and store them in memory. Uses HTTP requests for GitHub API and memory MCP for storage and deduplication.
- ▌ Geophysical Inversion · majiayu000 bundleGeophysical data inversion workflow from data loading through mesh creation, forward modelling, inversion, and result visualization. Use when inverting ERT, magnetics, gravity, or EM survey data.
- ▌ Hypothesis Generation · majiayu000 bundleBilimsel hipotez oluşturma, deney tasarımı ve test metodolojisi rehberi.
- ▌ Literature Researcher · majiayu000 bundleSpecialized literature review skill with review discovery, deep targeted research (15-30 papers per section), recency surveys, and convergence tracking for comprehensive literature reviews
- ▌ Ln 911 Github Triager · majiayu000 bundleProduces prioritized triage report from open GitHub issues, PRs, and discussions. Use when reviewing community backlog.
- ▌ Longbridge Defi Yield · majiayu000 bundleDeFi yield analysis framework — lending rates (AAVE / Compound), liquidity provision (LP) returns, staking yields, yield farming strategies, and risk-adjusted return comparison. Longbridge provides spot crypto prices (`.HAS` suffix) only; DeFi protocol data (APY/TVL) requires DefiLlama/CoinGecko via WebSearch. Triggers: "DeFi收益", "流动性挖矿", "质押收益", "借贷利率", "收益农耕", "LP收益", "AAVE", "Compound", "DeFi协议", "DeFi收益率", "流動性挖礦", "質押收益", "借貸利率", "收益農耕", "DeFi yield", "liquidity mining", "staking yield", "lending rate", "yield farming", "LP returns", "DeFi APY", "TVL", "DeFi protocol", "on-chain yield", "DeFi strategy".
- ▌ Lrc Negentropy Engine · majiayu000 bundleDiagnostic engine for any system. Computes LRC bracket {H1,H2,H3} to determine if a system generates negentropy (alive/conscious) or leaks entropy (dying). Love binds, Resonance tunes, Coherence preserves. Bracket=1 means volume-preserving flow: the system creates more order than it destroys.
- ▌ Market Size Estimator · majiayu000 bundleThis prompt instructs the AI to act as a business analyst and produce a reasoned estimate of the Total Addressable Market, Serviceable Addressable Market, and Serviceable Obtainable Market for a specified product, industry, geography, and customer type. The expected outcome is a structured analysis that defines market boundaries, documents assumptions, walks through the calculation logic step by step, cites credible public data sources where possible, and summarizes key drivers and uncertainties in both a table and a brief narrative.
- ▌ Mathematical Modeling · majiayu000 bundleReal-world problem formulation, mathematical abstraction, and applied mathematics for translating between practical problems and mathematical frameworks. Covers the modeling cycle (problem identification, assumptions, formulation, analysis, validation, interpretation), Polya's framework adapted for modeling, common model types (linear, exponential, logistic, periodic, power-law), dimensional analysis (Buckingham Pi theorem), optimization (linear programming, gradient descent, constraint satisfaction), probability models (Markov chains, queuing theory, Monte Carlo simulation), statistical modeling (regression, hypothesis testing, model selection), model criticism (overfitting, underfitting, sensitivity analysis), and real-world case studies. Use when formulating mathematical models, performing dimensional analysis, optimizing systems, running simulations, or evaluating model validity.
- ▌ Practitioner Research Skill · majiayu000 bundlePractitioner methodology for longitudinal case study research, evidence-based documentation, and publication-ready academic writing in AI-assisted development.
- ▌ Problem Comprehension · majiayu000 bundleSystematic comprehension of a problem before any solving attempt. Covers restating the problem, identifying knowns, unknowns, constraints, and goal, recognizing problem type (well-defined, ill-defined, optimization, decision, puzzle), and decomposing large problems into tractable sub-problems. Use at the start of any problem-solving session to avoid solving the wrong problem.
- ▌ Ralph Specum Research · majiayu000 bundleThis skill should be used only when the user explicitly asks to use `$ralph-specum-research`, or explicitly asks Ralph Specum in Codex to run the research phase.
- ▌ Rate Sheet Comparison · majiayu000 bundleFirstMile Xparcel rate sheet year-over-year comparison tool. Use when user provides two rate sheet Excel files (prior year and current year) and wants to compare Xparcel Expedited and Ground rates. Triggers on phrases like "compare rate sheets", "rate comparison", "2025 vs 2026 rates", "analyze pricing changes", "rate sheet analysis", or when two FirstMile Xparcel rate sheet files are mentioned. Generates Excel output with side-by-side rates, $ difference, % difference, weight band summaries, and conditional formatting.
- ▌ Rca Classical Methods · majiayu000 bundleClassical root cause analysis techniques for quality improvement and incident investigation. Covers 5 Whys (with Card's 2017 critique and boundary conditions), Ishikawa/fishbone diagrams, Fault Tree Analysis (FTA), Failure Modes and Effects Analysis (FMEA), Cause Mapping, and Doggett's method-selection framework. Use when investigating a failure, running a post-incident analysis, building a fishbone, calculating fault tree cut sets, running an FMEA pass, or deciding which classical technique fits the problem. Not suitable alone for complex socio-technical failures — escalate to rca-systems-theoretic or rca-causal-inference when the incident has multiple interacting causal chains.
- ▌ Rca Systems Theoretic · majiayu000 bundleSystems-theoretic approaches to root cause analysis for complex socio-technical systems where linear causal chains fail. Covers Nancy Leveson's STAMP (Systems-Theoretic Accident Model and Process), STPA (System-Theoretic Process Analysis) for hazard analysis, CAST (Causal Analysis based on STAMP) for post-incident investigation, Rasmussen's risk-management framework and dynamic safety model, Hollnagel's FRAM (Functional Resonance Analysis Method), and AcciMap. Use when investigating incidents in healthcare, aviation, nuclear, autonomous systems, distributed microservices, or any system where multiple actors and control loops interact — especially when classical RCA produces a "list of human errors" that leaves the underlying system design unchanged.
- ▌ Research Gap Analyzer · majiayu000 bundleプロジェクト プロジェクトの機能(docs/features/)とリサーチ(docs/research/)文書を分析し、高収益/高LTV/低離脱達成のためのリサーチギャップを識別し、欠落したP0/P1リサーチを自動実行する。
- ▌ Research Paper Review · majiayu000 bundleReview and analyze academic research papers. Use this skill when the user asks to review a paper, analyze a publication, summarize research, critique methodology, extract key findings, compare papers, check for numerical inconsistencies, or assess novelty and contributions of academic work. Also triggers when the user mentions reading a PDF of a paper, wants a literature review, asks about related work, or wants to improve a paper before submission.
- ▌ Satellitetoolbox Sgp4 · majiayu000 bundleSatelliteToolboxSgp4.jl implementing the SGP4/SDP4 orbit propagator for TLE-based orbit prediction. Use when propagating TLEs, fitting TLEs from osculating states, or updating TLE epochs.
- ▌ Shipping Data Analyst · majiayu000 bundleShipping Data Analyst Expert - Rate Preparation Intelligence v5.0 Purpose: Analyze prospect shipping data to UNDERSTAND their operations BEFORE creating Xparcel rates. Mental Model: This is DISCOVERY, not selling. Learn their world before proposing solutions. Triggers on: "shipping analysis", "PLD analysis", "rate prep", "shipping data", "freightclub", "shipstation export", "analyze shipping", "weight distribution", "zone analysis" Use when: Customer provides shipping data export and you need to understand their profile for rate creation.
- ▌ Sparse Retrieval Eval · majiayu000 bundleEvaluate sparse retrieval models on standard IR benchmarks (BEIR, MIRACL, mMARCO). Covers all IR metrics (nDCG@k, Recall@k, MAP, MRR), dataset loading, sparse corpus encoding to CSR matrices, IDF-weighted retrieval, caching, and result interpretation. Triggers on: evaluate retrieval, BEIR benchmark, nDCG, recall@k, sparse retrieval evaluation, MIRACL evaluation, information retrieval metrics, IR evaluation, search quality metrics.
- ▌ Spec Driven Analytics · majiayu000 bundleOrchestrate session data mining operations through a 7-phase workflow with structural anti-skip enforcement. Analyzes Claude Code history.jsonl files and workflow artifacts to deliver formatted, actionable analytics for workflow patterns, errors, decisions, and command sequences. Prevents token optimization bias through per-phase reference loading, checkpoint persistence, Execute-Verify-Record enforcement, and artifact verification. Use when analyzing session data, extracting workflow patterns, investigating error trends, or reviewing development decisions. Always use this skill when the user runs /analytics or mentions session analytics, workflow patterns, error mining, decision archive, or command sequence analysis.
- ▌ Statistical Computing · majiayu000 bundleComputational tools and algorithms for statistical analysis. Covers simulation, resampling methods (bootstrap, permutation tests), Monte Carlo methods, random number generation, numerical optimization (Newton-Raphson, EM algorithm), cross-validation, and reproducible analysis workflows. Emphasizes the bootstrap revolution and the shift from formula-based to computation-based inference. Use when implementing statistical procedures, running simulations, bootstrapping confidence intervals, performing cross-validation, or building reproducible analysis pipelines.