Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks.
Use when when you need to understand how a multi-instrument mass spectrometry platform (like mzmine) decides which processing module receives a given dataset based on its — from…
Modular architecture health assessor for Logseq Template Graph. Analyzes module balance, cohesion, size distribution, and dependencies.
Produce a comprehensive module-level code review report for a path or subsystem. Use when the user wants architecture, concurrency, memory, kernel, or API review of a module with…
Core architecture of MoFA Studio: plugin system, shell/app boundaries, state coordination, theme and dark mode, and timer/event lifecycles.
Build a modular monolith with clean internal seams and split to services only on proven pressure. Use when starting a system or resisting premature microservice decomposition.
Monolith-local Diversio PR review harness for deep PR understanding, deterministic worktree reuse/bootstrap, persistent review context across passes, resolved-comment-aware…
Implements vertical scaling, database optimization, caching tiering, deployment patterns, CI/CD pipelines, and observability strategies for growing monolithic applications to…
Monolith Terrain — visualización 3D de terreno con Three.js y datos geoespaciales.
Incrementally extracting a service from a Rails monolith — the strangler fig pattern, dark-launching, dual-writes with reconciliation, the cutover, the rollback plan, schema-level…
Monolith is a CLI tool and Rust library that saves complete web pages as a single HTML file by embedding CSS, images, JavaScript, and fonts as data URLs.
Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development.
Architecture du monorepo Poplist (npm workspaces + Turborepo + types partagés via @poplist/shared). À utiliser quand l'utilisateur ajoute/modifie/déboggue les fichiers de…
Recursively initialize AGENTS.md in monorepo subdirectories with smart detection. Creates hierarchical agent context files with proper linking to root CLAUDE.md and parent…
Use when working in a GitHub repository connected to Moxie Docs — read its living documentation, conventions, and architecture context over the Moxie Docs MCP server before…
找出架構摩擦與 deep module 候選，但不直接修改實作程式碼。 Use when: 使用者要架構回看、找重構候選、改善可測性、 或把實作中暴露的架構摩擦整理成 OpenSpec 候選。
Architecture de messaging IoT avec MQTT incluant brokers, topics, QoS, sécurité et patterns. Se déclenche avec "MQTT", "broker MQTT", "Mosquitto", "IoT messaging", "topic — from…
Use when training embeddings from multi-modal spectral data (peak information + metadata) where you need to ensure both contrastive discriminability AND reconstruction fidelity.
design step of mspec workflow — write design.md + design-rationale.md + architecture-overview.md, full Constitution Check
Use when designing or evaluating MuleSoft Anypoint Platform deployment topology, runtime model selection, API governance with API Manager, or Anypoint Exchange strategy.
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.
Choose between active-passive and active-active multi-region architectures with eyes open to data, cost, and failover reality.
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.
Arquitetura para criar ambientes isolados de agentes Hermes no mesmo servidor. Perfis, WhatsApp multi-numero, PM2, systemd e roteamento.
Use when working with the multi-tenant architecture — customer DB switching, FQDN routing, tenant isolation, or cross-tenant operations.
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture,…
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
Expert guide for designing and implementing Multiple Entry Points architecture in web applications / Panduan ahli untuk merancang dan mengimplementasikan arsitektur Multiple Entry…
Use when you have paired mass spectra and molecular structure datasets and need to train a model that jointly understands both modalities for tasks like structure elucidation.
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.
Define and manage design tokens, apply token systems to existing codebases, and build design system foundations.
Use when the user says "/decision", "/mxDecision", "document decision", "write an ADR", "record a decision", "architectural decision", "ADR", or otherwise wants to capture a…
Use when the user says "/designcheck", "/mxDesignChecker", "review the design", "check the spec", "review this ADR", "audit architecture", "second opinion on this code", or…
Manage myteam architecture and authoring decisions. Use when asked to create, update, remove, or reorganize roles/skills, decide top-level vs nested placement, or standardize…
Correctness invariants + architecture: adapter, coordinator, pgwire, peek paths, timestamp oracle. Trigger: questions about these subsystems — "how does coordinator work", "what…
Comprehensive n8n workflow engineering support for creating production-ready workflows. Use when users need to generate n8n workflows, debug loop execution issues, implement…
Production-grade Langfuse architecture patterns and best practices. Use when designing LLM observability infrastructure, planning Langfuse deployment, or implementing ent — from…
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy.
NATS JetStream messaging for Vigil Guard 2.0+ migration. Use when implementing message queues, detection workers, request-reply API, async processing, Dead Letter Queues, or…
Generer Architecture Decision Records (ADR) med flerperspektiv-review tilpasset Nav
Use when designing a production Navan API integration architecture — API gateway, token management, data sync pipelines, ERP connectors, and monitoring stack.
Evaluate systems through an entropy/negentropy lens — is this system decaying or growing? Use when making architecture decisions, evaluating system health, or when the user…
Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation.
Describes the NemoClaw plugin and blueprint architecture and how they orchestrate the OpenClaw sandbox. Use when looking up architecture, plugin structure, or blueprint design.
Reference desk for NVIDIA Nemotron 3 Ultra (550B-A55B) — architecture, NVFP4 pretraining, SFT, MOPD (multi-teacher on-policy distillation), MTP boosting, quantization, inference.
Senior Elite Software Engineer (15+) and Senior Product Designer. Full workflow with planning, architecture, TDD, clean code, and pixel-perfect UX validation.
Reviews NetSuite enterprise architecture decisions — SuiteCloud platform design, integration topology (REST/RESTlet/SOAP migration), OneWorld multi-subsidiary layout, SDF project…
Evaluates live NetSuite mutation requests against a structured authorization checklist covering blast-radius, rollback, human decision ownership, and integration posture.
Expert on Shelby Protocol network infrastructure, RPC servers, storage providers, Cavalier implementation, tile architecture, performance optimization, connection management, and…
Conception et déploiement de VPN incluant WireGuard, OpenVPN, IPSec pour les architectures site-to-site et remote access.
Stores and updates Neuland team documentation in Outline via the neuland-outline MCP. Writes clear, professional German prose without version numbers or excessive technical…
Use when automating model architecture design, optimizing hyperparameters, or exploring neural network configurations - covers NAS algorithms, search spaces, Bayesian…
Neural pattern training with SONA (Self-Optimizing Neural Architecture), MoE (Mixture of Experts), and EWC++ for knowledge consolidation.
Answer questions about a code repository in ~800 tokens instead of loading 50,000+ tokens of raw source.