MessagePack binary encoding for compact inter-agent payloads. Pack/unpack, typed arrays, extension types, streaming decoder, and performance comparison with JSON.
Use when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies for…
Implement, review, or test Market Signal Pipeline Google Cloud and Terraform deployment work. Use for Cloud Scheduler, Pub/Sub, authenticated push subscriptions, Cloud Run,…
design step of mspec workflow — write design.md + design-rationale.md + architecture-overview.md, full Constitution Check
Morning Star (启明星) 跨角色通用编码行为准则 —— Think Before Coding（显式假设、不静默猜测）、Simplicity First（最小实现、拒绝投机抽象）、Surgical Changes（只改与任务直接相关的行、不顺手重构、不 piggyback）、Goal-Driven…
Morning Star (启明星) QC 审查基线与 QA 验证契约 —— 三名 QC reviewer 的共享审查工作流、代码质量/安全正确性/性能可靠/可维护性清单、标准审查报告 Markdown 模板（YAML frontmatter + Findings 三档 + Source Trace + Summary + Verdict）、QC…
Morning Star (启明星) harness 与 Superpowers 技能的对齐与消解契约 —— 未装插件时的加载方式（Read SKILL.md 执行）、优先级（harness > 技能正文）、最小技能声明契约（Superpowers 行需含 Trigger + Expected evidence）、`Delegation` 与…
Generates MSTest tests in C#. Microsoft's built-in testing framework for .NET. Use when user mentions "MSTest", "[TestMethod]", "[TestClass]", "Assert.AreEqual".
Suggests using Microsoft Testing Platform (MTP) hot reload to iterate fixes on failing tests without rebuilding.
Guia completo de MUI V7 para React + TypeScript. Ensina migração V6→V7, design responsivo avançado, theming profissional, padrões de componentes e detecção automática de sintaxe…
Use when designing or evaluating MuleSoft Anypoint Platform deployment topology, runtime model selection, API governance with API Manager, or Anypoint Exchange strategy.
Production-tested blueprint for building 5-10 agent teams in OpenClaw with cross-agent routing, Telegram integration, and role-based architecture
Bootstrap and migrate an OpenClaw workspace from single-agent to beginner-friendly multi-agent mode with visible routing.
Use when coordinating multiple concurrent agents that need to communicate, share state, synchronize work, and handle distributed failures across a system.
Multi-agent debate / Society of Mind — N agents × R rounds converge on consensus. Du et al. 2023 beats zero-shot CoT on MMLU/GSM8K/MATH.
Multi-agent parallel E2E validation for database refactors. TRIGGERS - E2E validation, schema migration testing, database refactor validation.
Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents…
Advanced multi-agent patterns — capability registry, durable state (Redis/DynamoDB), task decomposition, testing multi-agent systems, pattern quick-selection guide, failure…
Multi-agent system prompt design and orchestration patterns. 多代理系統提示設計與編排模式。 Use when: building orchestrator-worker architectures, designing worker agent prompts, coordinating…
A complete 10-agent team architecture with roles, model routing, cron templates, meeting system, and phased deployment guide.
Run a structured pre-merge review across correctness, readability, architecture, security, and performance instead of relying on a shallow spot check.
Use when designing a unified multi-channel service strategy spanning phone (Service Cloud Voice), email (Email-to-Case), chat (Messaging for In-App/Web), social, and SMS with…
Decision framework and patterns for architecting applications across AWS, Azure, and GCP.
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP.
Fetches additional perspectives from OpenAI Codex and Google Gemini for architecture, review, and debugging. Transparently displays all LLM calls.
Convert single-node scripts to multi-node Slurm sbatch jobs and debug common multi-node failures. Covers srun-native vs uv run torch.distributed approaches, container set — from…
Designing, orchestrating, and maintaining multi-package architectures in Salesforce DX: dependency DAG design, layered package decomposition, install ordering, cross-package API…
다각도 코드 리뷰 스킬. UI/UX, 성능, 디자인, 코드 품질, 엣지케이스, 보안 등 6가지 관점에서 체계적인 코드 리뷰를 수행합니다. 코드 변경 후, PR 생성 전, 기능 구현 완료 후에 사용하세요.
Build and deploy the same feature consistently across web, mobile, and desktop platforms using API-first architecture and parallel implementation strategies.
Build and deploy the same feature consistently across web, mobile, and desktop platforms using API-first architecture and parallel implementation strategies.
一键将视频导出为多个投放平台所需的不同规格（抖音/快手/视频号/头条/朋友圈）。 在以下场景使用：(1) 导出多平台视频规格，(2) 视频裁切为竖屏/方形，(3) 批量生成不同时长版本。 触发关键词："多平台导出"、"抖音规格"、"竖屏"、"方形视频"、"平台适配"、"导出"。
PM2 process management, backend/frontend cascade execution, parallel worktree builds, and cross-service integration testing.
Use when designing a strategy for multiple Experience Cloud sites within one Salesforce org, selecting a domain and URL pattern, planning shared LWC component libraries, designing…
Multi-store Commerce architecture: shared catalog, localization, multi-currency, multi-language, and regional storefront design for B2B, D2C, and SFCC deployments.
Multi-surface rendering with json-render — same JSON spec produces React web, Next.js apps, React Native, Ink terminal UIs, PDFs, emails, Remotion videos, OG images, and 3D…
Use when working with the multi-tenant architecture — customer DB switching, FQDN routing, tenant isolation, or cross-tenant operations.
Use when implementing or reviewing multi-tenant features. Covers shared database with branch_id isolation, tenant resolution, data scoping, cross-tenant prevention, tenant-aware…
Multi-tenant detection, isolation testing, and cross-tenant + cross-role validation patterns for QA specialists.
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture,…
Review multi-tenant AI deployments for cross-tenant context leakage, LoRA adapter contamination, shared inference worker risks, system prompt bleed, and tenant isolation failures…
Complete 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…
Multiplayer game development principles. Architecture, networking, synchronization. — from ThaiQuangSon031108FSDev/AlgoSphere-Enterprise
Multiplayer game development principles. Architecture, networking, synchronization. — from bg-szy/TOP-SKILLS
Use when implementing multiplayer — MultiplayerAPI, ENet/WebSocket peers, RPCs, and authority model
RivetKit backend and Rivet Actor runtime guidance. Use for building, modifying, debugging, or testing Rivet Actors, registries, serverless/runner modes, deployment, or ac — from…
Design and critique multiplayer dynamics, cooperation, competition, social systems, fairness, toxicity prevention, guilds, matchmaking, content cadence, seasons, events, battle…
Audit multiplayer netcode, online game networking, and real-time synchronization. Reviews client-server authority, lag compensation, client-side prediction, server reconciliation,…
Stage ④.h verify sub-workflow — 4-specialist Agent Team Pattern C 多维度审查 (关键发布 / 大重构 PR 升级, code-review + gstack-review + gstack-cso + gstack-qa 4 teammate 互相 SendMessage 质询, NOT…
Progressive-disclosure tool design for retrieval MCP servers — return a single retrieval mode by default, expose dense + lexical + symbolic + multiview as opt-in flags.
Build standalone AI Agents with LLM direct-connect, tool calling, agentic loop, real-time status bar, permission system, and multi-provider support.
A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems.
A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems.
Define and manage design tokens, apply token systems to existing codebases, and build design system foundations.
Run mutant, read mutation reports, fix alive mutations, and verify coverage. Use when running mutation testing or responding to alive mutations.
Run Stryker mutation testing on the source files changed in the current branch (vs origin/master). One command for "did my work hold up under mutation?" before pushing.
Run mutation testing to validate test quality beyond code coverage. Use when assessing test effectiveness, finding weak tests, or validating test suite quality.
Mutation Test Runner - Auto-activating skill for Test Automation. Triggers on: mutation test runner, mutation test runner Part of the Test Automation skill category.
Wire CommunityToolkit.Mvvm ViewModels into Microsoft.Extensions.DependencyInjection. Covers the .NET Generic Host composition root, constructor injection, service lifetimes…
基于东方财富数据库，支持通过自然语言输入筛选A港美股、基金、债券等多种资产，支持多元指标筛选，含技术面、消息面、基本面及市场情绪等，可用于全球资产速筛、跨市场监控、投资组合构建、策略回测等场景。返回结果包含数据说明及 csv 文件。Natural language screener for investment assets across global…
Use when the user says "/decision", "/mxDecision", "document decision", "write an ADR", "record a decision", "architectural decision", "ADR", or otherwise wants to capture a…