majiayu000
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- ▌ Ml System Design · majiayu000 bundleEnd-to-end ML system design for production. Use when designing ML pipelines, feature stores, model training infrastructure, or serving systems. Covers the complete lifecycle from data ingestion to model deployment and monitoring.
- ▌ Mlops Deployment · majiayu000 bundleDocker, Kubernetes, CI/CD, model monitoring, and cloud platforms. Use for deploying ML models to production, setting up pipelines, or infrastructure.
- ▌ Mlx Jax Splitmix · majiayu000 bundleMLX on Apple Silicon with JAX-style SplitMix64 PRNG. Deterministic color generation with GPU acceleration.
- ▌ Mmd Device Helix · majiayu000 bundleGuide for using the Line 6 Helix Floor/LT/Rack device library in MMD files. Use when the user mentions Helix, Line 6 Helix guitar processor, Helix Floor, Helix LT, Helix Rack, or needs help with setlist/preset loading, 8-snapshot control, expression automation, footswitch control, or looper functionality.
- ▌ Moai Cc Commands · majiayu000 bundleClaude Code Commands system, workflow orchestration, and command-line interface patterns. Use when creating custom commands, managing workflows, or implementing CLI interfaces.
- ▌ Moai Cc Settings · majiayu000 bundleConfiguring Claude Code settings.json & Security. Set up permissions (allow/deny), permission modes, environment variables, tool restrictions. Use when securing Claude Code, restricting tool access, or optimizing session settings.
- ▌ Moai Lang Csharp · majiayu000 bundleC# 12 / .NET 8 development specialist covering ASP.NET Core, Entity Framework, Blazor, and modern C# patterns. Use when developing .NET APIs, web applications, or enterprise solutions.
- ▌ Moai Lang Elixir · majiayu000 bundleElixir 1.17+ development specialist covering Phoenix 1.7, LiveView, Ecto, and OTP patterns. Use when developing real-time applications, distributed systems, or Phoenix projects.
- ▌ Moai Lang Kotlin · majiayu000 bundleKotlin 2.0+ development specialist covering Ktor, coroutines, Compose Multiplatform, and Kotlin-idiomatic patterns. Use when building Kotlin server apps, Android apps, or multiplatform projects.
- ▌ Moai MCP Builder · majiayu000 bundleEnterprise MCP (Model Context Protocol) server development using FastMCP 2.0 with production-grade tools, resources, prompts, and intelligent agent-first design. Use when building MCP servers, integrating with LLMs, creating agent tools, implementing RAG systems, or developing protocol-based AI integration solutions.
- ▌ Radar Tinder Mobileapp Testing · majiayu000 bundleTesting and validation workflows for the Radar Tinder mobile application built with Expo + React Native, Firebase (Auth, Firestore, Realtime/Cloud Functions), Maps APIs, and on-device ONNX inference. This skill should be used for regression testing, feature verification, realtime issues, leaderboard inconsistencies, navigation bugs, and AI diagnostics validation.
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- ▌ Mobile Debugging · majiayu000 bundleReact Native debugging with Flipper, React DevTools, and crash analysis. Use for mobile app debugging or network request issues.
- ▌ Mobile Forensics · majiayu000 bundleAnalyze mobile device data for forensic investigation. Use when investigating incidents involving iOS or Android devices, mobile malware, data theft, or communications analysis. Supports logical and file system extractions.
- ▌ Mobile Toolchain · majiayu000 bundleApply modern mobile development toolchain patterns: Expo (default), React Native, Tauri for iOS/Android apps. Use when building mobile applications, choosing cross-platform frameworks, or discussing mobile architecture.
- ▌ Mobility Manager · majiayu000 bundleRAN mobility optimization with handover management, cognitive consciousness, and predictive mobility control for seamless user experience. Use when optimizing handover performance, managing mobility robustness, implementing predictive handover, or enabling intelligent mobility management in 5G networks.
- ▌ Mochi Flashcards · majiayu000 bundleGenerate spaced repetition flashcards from learning materials (math, statistics, computational tools). Creates both Q/A and Cloze deletion cards using the Mochi API, with proper LaTeX formatting and syntax. Use when the user provides screenshots or text from educational material and wants flashcards created, or when they mention Mochi, spaced repetition, or flashcard generation.
- ▌ Mock Attribution · majiayu000 bundleMock attribution skill for 4-layer thinking test. Calls Task subagent.
- ▌ Mocking Stubbing · majiayu000 bundleCreate and manage mocks, stubs, spies, and test doubles for isolating unit tests from external dependencies. Use for mock, stub, spy, test double, Mockito, Jest mocks, and dependency isolation.
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- ▌ Modal Deployment · majiayu000 bundleRun Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch jobs, scheduling tasks, serving APIs with GPU acceleration, or scaling compute-intensive workloads. Triggers on requests for serverless GPU infrastructure, LLM inference, model training/fine-tuning, parallel data processing, cron jobs in the cloud, or deploying Python web endpoints.
- ▌ Model Deployment · majiayu000 bundleDeploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.
- ▌ Model Escalation · majiayu000 bundleAutomatic model switching based on task complexity for OpenClaw agents. Dynamically escalates between Haiku (simple), Sonnet (medium), and Opus (complex) models. Tracks prefix consistency ([H], [S], [O]) and logs discrepancies. USE WHEN configuring multi-model agents, optimizing API costs, or implementing complexity-based model routing.
- ▌ Model Evaluation · majiayu000 bundleThis skill focuses on comprehensive evaluation of machine learning models across the entire ML lifecycle. It covers metric selection, validation strategies, fairness assessment, training debugging, hy
- ▌ Model Management · majiayu000 bundleCLI commands to add, update, list, and deprecate AI models in the database. Triggers on "add model", "new model", "update model", "deprecate model", "model pricing", "model cli".
- ▌ Model Monitoring · majiayu000 bundleMonitor model performance, detect data drift, concept drift, and anomalies in production using Prometheus, Grafana, and MLflow
- ▌ Model Researcher · majiayu000 bundleAdd new/custom AI models to opencode.json. Use proactively for bleeding-edge releases, non-standard providers, self-hosted models, or custom endpoints. Examples: - user: "Add the new Claude 4.5" → websearch for API specs, add provider entry with baseUrl, verify model ID format - user: "Use my local Ollama instance" → configure custom provider with http://localhost:11434, set model ID format - user: "Configure this OpenAI-compatible proxy" → add provider with custom baseUrl, set apikey env var, verify compatibility - user: "Model X just released, add it" → research provider documentation, find model ID and capabilities, add to config
- ▌ Moderation Rules · majiayu000 bundleLoad when handling moderation issues, conflict resolution, rule enforcement, or developing moderation policies. Contains Discord-specific guidelines and best practices for maintaining a healthy, safe community.
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- ▌ Module Extractor · majiayu000 bundleExtract classes, functions, or code blocks from large modules into separate files. This skill should be used during refactoring to break up monolithic files while maintaining import compatibility and test coverage.
- ▌ Module Lifecycle · majiayu000 bundleManage complete module lifecycle - install, uninstall, reset, destroy
- ▌ Mojo Lint Syntax · majiayu000 bundleValidate Mojo syntax against current v0.26.1+ standards. Use to catch syntax errors before compilation.
- ▌ Mojo Test Runner · majiayu000 bundleRun Mojo tests using mojo test command. Use when executing tests or verifying test coverage.
- ▌ Mojo Type Safety · majiayu000 bundleValidate type safety in Mojo code including parametric types and trait constraints. Use during code review or when type errors occur.
- ▌ Mongodb Patterns · majiayu000 bundleDocument modeling, aggregation pipeline, indexing strategy, change streams, and multi-document transactions.
- ▌ Mongoose Mongodb · majiayu000 bundleWork with MongoDB in Node.js using Mongoose ODM for schema design, CRUD operations, relationships, and advanced queries
- ▌ Monitor Sessions · majiayu000 bundleMonitor active Teradata sessions using real-time resources, view SQL execution details, identify blocking issues, and optionally take control actions
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- ▌ Monitoring Sites · majiayu000 bundleUse this skill for monitoring website health, checking uptime, SSL certificates, performance, or managing client site portfolio. Runs health checks across all managed sites, alerts on issues, and tracks site status. Invoke for site monitoring, health checks, uptime verification, or portfolio status reviews.
- ▌ Moodle Coding Standards · majiayu000 bundleMoodle coding standards with PSR-12 compliance and Frankenstyle naming. Use when developing Moodle plugins, writing PHP code for Moodle, or ensuring code quality compliance.
- ▌ Mooring Analysis · majiayu000 bundleMooring system design, analysis, and assessment for floating offshore platforms
- ▌ Motherduck Query · majiayu000 bundleExecute DuckDB SQL queries against MotherDuck databases. Use when running analytics, aggregations, transformations, or any SQL operation. Covers query best practices, CTEs, window functions, QUALIFY, and performance optimization.
- ▌ Local Cluster Manager · majiayu000 bundleManage local multigres cluster components (multipooler, pgctld, multiorch, multigateway) - start/stop services, view logs, connect with psql
- ▌ Mteb Leaderboard · majiayu000 bundleThis skill provides guidance for retrieving and verifying information from dynamic ML leaderboards (MTEB, Scandinavian Embedding Benchmark, HuggingFace leaderboards, etc.) with specific temporal requirements. It should be used when tasks involve finding top-performing models, rankings, or benchmark results as of a specific date, especially when the data source is frequently updated.
- ▌ Multi Agent Team · majiayu000 bundleA virtual 3-person development team with dynamic roles. You act as the Project Manager who assembles a team, assigns tasks, coordinates work, resolves disputes, and delivers the final result. Supports FULL_AUTO and SUPERVISED modes.
- ▌ Multi AI Testing · majiayu000 bundleTest-driven development with independent verification to prevent test gaming. TDD workflows, test generation, coverage validation (≥80% gate, ≥95% target), property-based testing, edge case discovery. Use when implementing TDD workflows, generating comprehensive test suites, validating test coverage, or preventing test gaming through independent multi-agent verification.
- ▌ Multi Tv Builder · majiayu000 bundleComplete knowledge base for building production-ready cross-platform TV applications with React Native - supporting Android TV, Apple TV, Fire TV (Fire OS & Vega OS), and Web TV platforms with a single codebase. Use when implementing TV apps, monorepo architecture, spatial navigation, video playback, platform-specific optimizations, or migrating from Vega to multi-platform.
- ▌ Bio Experimental Design Multiple Testing · majiayu000 bundleApplies multiple testing correction methods including FDR, Bonferroni, and q-value for genomics data. Use when filtering differential expression results, setting significance thresholds, or choosing between correction methods for different study designs.
- ▌ Music Downloader · majiayu000 bundleThis skill should be used when users need to download audio or music from online platforms like YouTube, SoundCloud, Spotify, or other streaming services. It provides yt-dlp and spotdl command templates for high-quality audio extraction, playlist downloads, metadata embedding, and multi-platform support.
- ▌ Mutation Testing · majiayu000 bundleValidate test effectiveness with mutation testing using Stryker (TypeScript/JavaScript) and mutmut (Python). Find weak tests that pass despite code mutations. Use to improve test quality.
- ▌ Mvp Case Builder · majiayu000 bundleConstruct statistical arguments for MVP/awards. Narrative framing, comparison to past winners, advanced metrics, counter-arguments.
- ▌ My Personality C · majiayu000 bundlePersonality-tuned AI for the C (The Analyst) DISC type. Adapts AI tone, structure, and feedback to be precise, detail-oriented, and quality-focused. Powered by Crystal's DISC framework.
- ▌ My Personality D · majiayu000 bundlePersonality-tuned AI for the D (The Captain) DISC type. Adapts AI tone, structure, and feedback to be direct, decisive, and results-driven. Powered by Crystal's DISC framework.
- ▌ My Personality I · majiayu000 bundlePersonality-tuned AI for the I (The Motivator) DISC type. Adapts AI tone, structure, and feedback to be enthusiastic, people-focused, and creative. Powered by Crystal's DISC framework.
- ▌ My Personality S · majiayu000 bundlePersonality-tuned AI for the S (The Supporter) DISC type. Adapts AI tone, structure, and feedback to be patient, reliable, and team-oriented. Powered by Crystal's DISC framework.
- ▌ N8n Saas Builder · majiayu000 bundleBuilds a complete SaaS frontend wrapper around validated n8n workflows. Use this skill when you want to CREATE A WEBSITE, BUILD A UI, MAKE A SAAS PRODUCT, or WRAP AN N8N WORKFLOW in a user-friendly interface. Generates Next.js/React frontends with Tailwind CSS that connect to n8n webhooks.
- ▌ Naming Variables · majiayu000 bundleChoose names that fully and accurately describe what the variable represents
- ▌ Nanobanana Skill · majiayu000 bundleGenerate or edit images using Google Gemini API via nanobanana. Use when the user asks to create, generate, edit images with nanobanana, or mentions image generation/editing tasks.
- ▌ Natural Workflow · majiayu000 bundleGuide users through CCPM's streamlined 6-command workflow (plan/work/sync/commit/verify/done). Auto-activates when users ask about starting tasks, committing changes, or completing work. Provides step-by-step guidance for the complete development lifecycle.
- ▌ Navigation Menus · majiayu000 bundleModern SwiftUI navigation patterns, NavigationStack, NavigationSplitView, TabView, toolbars, context menus, and router patterns. Use when user asks about navigation, NavigationStack, TabView, menus, toolbars, routing, or deep linking.
- ▌ Neo4j Transcript · majiayu000 bundleQuery earnings call transcripts, Q&A exchanges, and prepared remarks from Neo4j. Use when fetching transcript or earnings call data.
- ▌ Neogrid Openscad · majiayu000 bundleInterpretive guidance for generating OpenSCAD code for NeoGrid drawer divider connectors. This is a HYBRID system - print connectors, buy dividers (MDF, plywood, acrylic). Provides material selection guidance, connector type decisions, and base system integration. Use when generating OpenSCAD files for NeoGrid junction pieces.
- ▌ Neovim Debugging · majiayu000 bundleDebug Neovim/LazyVim configuration issues. Use when: user reports Neovim errors, keymaps not working, plugins failing, or config problems. Provides systematic diagnosis through hypothesis testing, not just checklists. Think like a detective narrowing down possibilities.
- ▌ Nestjs Architect · majiayu000 bundleGuia arquitetural para desenvolvimento NestJS com DDD, Clean Architecture e padrões avançados. Use quando codificar serviços, módulos, agregados, use cases ou refatorar código NestJS.
- ▌ Nestjs Framework · majiayu000 bundleNode.js/TypeScript backend framework with dependency injection and modular architecture
- ▌ Network Analysis · majiayu000 bundleAnalyze network structures, identify communities, measure centrality, and visualize relationships for social networks and organizational structures
- ▌ New Process Step · majiayu000 bundleAdd a new type of process step to the VSM builder with custom visualization
- ▌ Newsletter Coach · majiayu000 bundleWriting coach that extracts educational content from your daily experiences and turns it into publish-ready newsletter drafts. Use when brainstorming newsletter ideas, writing content for The Little Blue Report, or when you want help turning experiences into educational articles.
- ▌ Nextjs Architect · majiayu000 bundleSEMPRE use quando trabalhar com Next.js 15/React 19 + shadcn/ui + Tailwind. Arquiteta apps server-first/feature-first com decisões de estado, cache, forms, segurança e performance.
- ▌ Nextjs Developer · majiayu000 bundleUse when building Next.js 14+ applications with App Router, server components, or server actions. Invoke for full-stack features, performance optimization, SEO implementation, production deployment.
- ▌ Nextjs Firestore · majiayu000 bundleNext.js + Firebase/Firestore統合開発パターン。型定義、データ操作、リアルタイム同期、認証に使用。Firestore、Firebase、データベース操作時に使用。
- ▌ Nextjs Fullstack · majiayu000 bundleNext.js fullstack development guidelines for React 19 and Next.js 15+. Use when building Next.js applications with Feature-Sliced Design, TailwindCSS v4, ShadCN, Jotai, React Query, and Supabase integration. Covers file naming, component architecture, testing with Vitest/Playwright, UI/UX design patterns, and Toss frontend principles.
- ▌ Nextjs Turborepo · majiayu000 bundleFull-stack web development with Next.js and Turborepo. Stack: Next.js 14+ (App Router, RSC, Server Actions, PPR, SSR, SSG, ISR), Turborepo (monorepo, pipelines, remote caching), RemixIcon (3100+ icons). Capabilities: server components, API routes, middleware, caching strategies, build optimization, monorepo management. Actions: create, build, deploy, optimize Next.js apps, setup monorepo, configure caching. Keywords: Next.js, App Router, Server Components, RSC, Server Actions, SSR, SSG, ISR, PPR, Turborepo, monorepo, remote cache, build pipeline, parallel execution, workspace, pnpm, icons. Use when: building Next.js apps, implementing SSR/SSG, setting up monorepos, optimizing build performance, configuring caching strategies, managing shared dependencies.
- ▌ Nlp Supply Chain · majiayu000 bundleWhen the user wants to apply NLP to supply chain, extract information from documents, analyze supplier communications, classify items, or process unstructured text. Also use when the user mentions "natural language processing," "NLP," "text mining," "document extraction," "supplier sentiment analysis," "product classification from text," "BERT," "transformers for text," or "chatbots for supply chain." For general ML, see ml-supply-chain.
- ▌ Cloudbase Document Database In Wechat Miniprogram · majiayu000 bundleUse CloudBase document database WeChat MiniProgram SDK to query, create, update, and delete data. Supports complex queries, pagination, aggregation, and geolocation queries.
- ▌ Notebook Creator · majiayu000 bundleCreate Jupyter notebooks for FF Analytics following project conventions. Use this skill when the user requests analysis notebooks for player evaluation, roster health, trade scenarios, market trends, or projection quality analysis. Guides through notebook structure, DuckDB connections, mart queries, visualization standards, and freshness banner patterns.
- ▌ Notion Formatter · majiayu000 bundleFormat markdown content for Notion import with proper syntax for toggles, code blocks, and tables. Use when formatting responses for Notion, creating Notion-compatible documentation, or preparing markdown for Notion paste/import.
- ▌ Notion Workflows · majiayu000 bundleProvides Notion workspace organization patterns, layout preferences, and workflow automation for personal productivity systems. Includes structure guidelines, content reuse patterns, and integration w
- ▌ Novelist Analyst · majiayu000 bundleAnalyzes events through narrative lens using story structure, character arc analysis, dramatic tension, thematic development, and narrative theory (three-act structure, hero's journey, conflict-resolution). Provides insights on narrative coherence, character motivations, dramatic stakes, plot development, and thematic resonance. Use when: Complex human stories, leadership analysis, organizational narratives, crisis narratives, cultural moments. Evaluates: Character development, narrative arc, dramatic tension, thematic depth, symbolic meaning, narrative coherence.
- ▌ Nqs Sqd Research · majiayu000 bundleDeep technical assistant for projects that combine Neural Quantum States (FFNN and Transformer-based) with Sample-based Quantum Diagonalization (SQD). Trigger this skill whenever the task involves: (1) designing or analyzing NQS architectures for quantum chemistry, (2) connecting classical samplers to qiskit-addon-sqd, (3) studying sample-efficiency, bias, and variance in few-sample regimes (e.g. 12–14-bit H2).
- ▌ Numpy Polynomial · majiayu000 bundleNumPy's polynomial package provides a modern, class-based API for handling power series. It replaces the legacy poly1d conventions with objects that handle domain scaling, root finding, and advanced orthogonal polynomials (Chebyshev, Legendre) for numerical stability.
- ▌ Numpy Specialist · majiayu000 bundleMaster NumPy array operations including vectorization, broadcasting, memory layout, and performance optimization. Use PROACTIVELY when working with numerical computing, array operations, or scientific computing in Python.
- ▌ Numpy Statistics · majiayu000 bundleNumPy provides a suite of statistical functions for summarizing data. Key capabilities include calculating central tendencies, dispersion, and relationships between variables, with specific handling for missing values (NaNs).
- ▌ Numpy String Ops · majiayu000 bundleNumPy's char submodule provides vectorized versions of standard Python string operations. It allows for efficient processing of arrays containing str or bytes types, though it is being transitioned to a newer strings module in recent versions.
- ▌ Numpy Structured · majiayu000 bundleStructured arrays allow ndarrays to contain data with different types in named "fields," mimicking C structs. They are used primarily for interfacing with binary data from external sources and interpreting complex memory layouts without converting to high-level objects like Pandas DataFrames.
- ▌ Nuxt Composables · majiayu000 bundleCreating custom Vue composables with proper patterns. Use when building reusable stateful logic, shared state management, or encapsulating feature-specific behavior.
- ▌ Oaps Development · majiayu000 bundleThis skill should be used when the user asks to "modify OAPS internals", "add a new subsystem", "understand OAPS architecture", "add a CLI command", "write OAPS tests", "create builtin hooks", "add a hook rule", "debug OAPS", "fix OAPS bug", "extend OAPS", "navigate the OAPS codebase", "understand the spec system", "understand hooks", "OAPS CI failing", or when working on src/oaps/ code, oaps.cli._commands, oaps.hooks, oaps.spec, oaps.config, oaps.repository, or oaps.artifacts packages.
- ▌ OAUTH Automation · majiayu000 bundleUse when OAuth tokens expire frequently, need automatic token refresh, YouTube/Google API integration, or when workflows fail due to expired credentials
- ▌ Observe Whatsapp · majiayu000 bundleObserve and troubleshoot WhatsApp in Kapso: debug message delivery, inspect webhook deliveries/retries, triage API errors, and run health checks. Use when investigating production issues, message failures, or webhook delivery problems.
- ▌ Obsi Moc Builder · majiayu000 bundle특정 폴더(Single) 또는 하위 구조 전체(Recursive)를 분석하여 구조화된 MOC(Map of Content)를 자동 생성/갱신합니다.
- ▌ Obsidian Catalog · majiayu000 bundleSync Claude conversations to Obsidian vault. Use when user asks to: sync conversations, export chat history, catalog sessions, generate summaries, review past work, search conversation history, or asks what was discussed on a specific date or about a specific topic.
- ▌ Obsidian Editing · majiayu000 bundleExpert guidance on Obsidian markdown syntax, editing features, and formatting. Use when helping with Obsidian note-taking, formatting, or markdown syntax.
- ▌ Obsidian Manager · majiayu000 bundleManage Obsidian vault for persistent knowledge storage, search, and retrieval
- ▌ Obsidian Mermaid · majiayu000 bundleCreate Obsidian-compatible Mermaid diagrams. Prefer square layouts (TB + subgraph LR), avoid markdown in labels. Use when creating flowcharts, sequence diagrams, or any Mermaid diagrams in markdown files.
- ▌ Obsidian Project · majiayu000 bundleCreate or update a project in the Obsidian vault Projects folder
- ▌ Obsidian RAG Ops · majiayu000 bundleEjecuta flujos RAG en Obsidian para responder, resumir, reorganizar o crear notas nuevas con citas trazables.
- ▌ Obsidian Upgrade · majiayu000 bundleUpgrade Obsidian wikis to latest format. Handles structure migration (phases/tasks → features/specs), comment format upgrades (adding emoji prefixes), and Johnny Decimal feature organization. Use when user mentions "upgrade wiki", "migrate wiki", "update wiki format", or has old-format comments.
- ▌ Obsidian Worklog · majiayu000 bundleEnsures project worklogs and documentation are written to an Obsidian vault with proper naming conventions
- ▌ Ocaml Code Style · majiayu000 bundleOCaml coding style and refactoring patterns. Use when the user asks to tidy, clean up, refactor, or improve OCaml code, reviewing code quality, enforcing naming conventions, or reducing complexity.
- ▌ Odoo Code Tracer · majiayu000 bundleTrace Odoo code execution flow from entry point to end. Use proactively when planning tasks, reviewing code, or understanding how features work end-to-end. Follows all function calls, method overrides, inheritance chains, and callbacks without missing any execution path.