Expert knowledge for Azure Container Instances development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, and deployment. Use when configuring ACI networking, standby pools, GitHub Actions deploys, Spot containers, or GPU workloads, and other Azure Container Instances related development tasks. Not for Azure Container Apps (use azure-container-apps), Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure Virtual Machines (use azure-virtual-machines), Azure App Service (use azure-app-service).

Expert knowledge for Azure Cosmos DB development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Cosmos DB NoSQL/Mongo/Cassandra APIs, change feed, vector search, global distribution, or HTAP/analytics workloads, and other Azure Cosmos DB related development tasks. Not for Azure Table Storage (use azure-table-storage), Azure SQL Database (use azure-sql-database), Azure Database for MySQL (use azure-database-mysql), Azure Database for PostgreSQL (use azure-database-postgresql).

Expert knowledge for Azure Data Api Builder development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when defining DAB entities over SQL/Cosmos, exposing REST/GraphQL, securing auth/RLS, or deploying via Docker/Azure, and other Azure Data Api Builder related development tasks. Not for Azure API Management (use azure-api-management), Azure Functions (use azure-functions), Azure App Service (use azure-app-service), Azure Logic Apps (use azure-logic-apps).

Expert knowledge for Azure Data Explorer development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring ADX auth/RBAC and private endpoints, streaming/queued ingestion, follower DBs, or Power BI integration, and other Azure Data Explorer related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure Stream Analytics (use azure-stream-analytics), Azure HDInsight (use azure-hdinsight), Azure Databricks (use azure-databricks).

Expert knowledge for Azure Data Factory development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing ADF pipelines, Mapping Data Flows, SHIR/SSIS IR, secure VNet/Private Link setups, or CI/CD deployments, and other Azure Data Factory related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure Databricks (use azure-databricks), Azure Stream Analytics (use azure-stream-analytics), Azure Data Explorer (use azure-data-explorer).

Expert knowledge for Azure Data Manager for Agriculture development including limits & quotas, security, configuration, and integrations & coding patterns. Use when setting up BYOL creds/Private Link, ag data ingestion/IoT, AI/nutrient APIs, throttling, or Event Grid logs, and other Azure Data Manager for Agriculture related development tasks. Not for Azure Data Explorer (use azure-data-explorer), Azure Data Factory (use azure-data-factory), Azure Synapse Analytics (use azure-synapse-analytics), Azure Databricks (use azure-databricks).

Expert knowledge for Azure Databricks development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Unity Catalog, Lakehouse/Lakebase, Lakeflow pipelines, Vector Search/RAG, or model serving, and other Azure Databricks related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure HDInsight (use azure-hdinsight), Azure Machine Learning (use azure-machine-learning), Azure Data Factory (use azure-data-factory).

Expert knowledge for Azure Digital Twins development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when modeling with DTDL, querying twin graphs, integrating IoT Hub/Functions, or migrating control plane APIs, and other Azure Digital Twins related development tasks. Not for Azure IoT Hub (use azure-iot-hub), Azure IoT Central (use azure-iot-central), Azure IoT Edge (use azure-iot-edge), Azure IoT Operations (use azure-iot-operations).

Expert knowledge for Azure Firmware Analysis development including troubleshooting, best practices, limits & quotas, security, integrations & coding patterns, and deployment. Use when scanning firmware images, interpreting SBOM paths, using UEFI analysis, or automating uploads via CLI/PowerShell/Python, and other Azure Firmware Analysis related development tasks. Not for Azure Defender For Iot (use azure-defender-for-iot), Azure IoT Edge (use azure-iot-edge), Azure IoT Hub (use azure-iot-hub), Azure Confidential Computing (use azure-confidential-computing).

Expert knowledge for Azure Health Data Services development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using FHIR, DICOM, MedTech, de-identification APIs, Synapse/ADF pipelines, or SMART on FHIR apps, and other Azure Health Data Services related development tasks. Not for Azure Health Bot (use azure-health-bot), Azure API Management (use azure-api-management), Azure Data Factory (use azure-data-factory), Azure Cosmos DB (use azure-cosmos-db).

Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building IoT data flows/graphs, MQTT broker setups, WASM/ONNX workloads, Akri/REST connectors, or OPC UA/MQTT security, and other Azure IoT Operations related development tasks. Not for Azure IoT (use azure-iot), Azure IoT Hub (use azure-iot-hub), Azure IoT Edge (use azure-iot-edge), Azure IoT Central (use azure-iot-central).

Expert knowledge for Azure Kubernetes Service (AKS) development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing AKS clusters with Fleet, Istio, Dapr, GPUs, GitOps/CI-CD, or AI/ML and Wasm workloads, and other Azure Kubernetes Service (AKS) related development tasks. Not for Azure Container Apps (use azure-container-apps), Azure Container Instances (use azure-container-instances), Azure Red Hat OpenShift (use azure-redhat-openshift), Azure Virtual Machine Scale Sets (use azure-vm-scalesets).

Expert knowledge for Azure Load Balancer development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring frontends/backends, SNAT/outbound rules, health probes, NAT rules v2, or IMDS/Monitor integrations, and other Azure Load Balancer related development tasks. Not for Azure Application Gateway (use azure-application-gateway), Azure Traffic Manager (use azure-traffic-manager), Azure Front Door (use azure-front-door), Azure Virtual Network (use azure-virtual-network).

Expert knowledge for Azure Networking development including troubleshooting, best practices, decision making, architecture & design patterns, security, and integrations & coding patterns. Use when designing hub-spoke VNets, Azure Firewall/NSG rules, WAF (App GW/Front Door), Accelerated Networking, or Resource Graph queries, and other Azure Networking related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual Network Manager (use azure-virtual-network-manager), Azure Virtual WAN (use azure-virtual-wan), Azure Network Watcher (use azure-network-watcher).

Expert knowledge for Azure Open Datasets development including limits & quotas. Use when handling non-Spark dataset downloads, throttling behavior, quota limits, retry logic, or rate-limit workarounds, and other Azure Open Datasets related development tasks. Not for Azure Data Explorer (use azure-data-explorer), Azure Synapse Analytics (use azure-synapse-analytics), Azure Databricks (use azure-databricks), Azure Machine Learning (use azure-machine-learning).

Expert knowledge for Microsoft Planetary Computer Pro development including troubleshooting, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing STAC collections, GeoCatalog ingestion, SAS tokens, Explorer visualization, or QGIS/ArcGIS integration, and other Microsoft Planetary Computer Pro related development tasks. Not for Azure Open Datasets (use azure-open-datasets), Azure Maps (use azure-maps), Azure Data Explorer (use azure-data-explorer), Azure Synapse Analytics (use azure-synapse-analytics).

Expert knowledge for Azure Policy development including troubleshooting, best practices, decision making, security, configuration, integrations & coding patterns, and deployment. Use when authoring Machine Configuration packages, deploying via ARM/Bicep/Terraform, enforcing security baselines, migrating from DSC, or querying compliance with Resource Graph, and other Azure Policy related development tasks. Not for Azure Blueprints (use azure-blueprints), Azure Role-based access control (use azure-rbac), Azure Resource Manager (use azure-resource-manager), Azure Security (use azure-security).

Expert knowledge for Azure Portal development including troubleshooting, security, and configuration. Use when managing portal RBAC dashboard sharing, JSON dashboards, URL allowlists, mobile app access/alerts, or HAR diagnostics, and other Azure Portal related development tasks. Not for Azure Cloud Shell (use azure-cloud-shell), Azure Resource Manager (use azure-resource-manager), Azure Monitor (use azure-monitor), Azure Policy (use azure-policy).

Expert knowledge for Azure Resource Graph development including troubleshooting, best practices, decision making, limits & quotas, configuration, and integrations & coding patterns. Use when querying via CLI/PowerShell/REST, using GET/LIST vs Query APIs, shared queries, alerts, or Power BI, and other Azure Resource Graph related development tasks. Not for Azure Monitor (use azure-monitor), Azure Policy (use azure-policy), Azure Resource Manager (use azure-resource-manager), Azure Portal (use azure-portal).

Expert knowledge for Azure Security development including troubleshooting, best practices, decision making, security, configuration, integrations & coding patterns, and deployment. Use when securing AKS workloads, SBOMs, Notation image signing, Key Vault/HSM keys, or Customer Lockbox access, and other Azure Security related development tasks. Not for Azure Defender For Cloud (use azure-defender-for-cloud), Azure Firewall (use azure-firewall), Azure DDos Protection (use azure-ddos-protection), Azure Web Application Firewall (use azure-web-application-firewall).

Expert knowledge for Azure Service Health development including troubleshooting, limits & quotas, security, configuration, and integrations & coding patterns. Use when integrating Service Health via APIs/webhooks, configuring alerts, querying Resource Graph, or diagnosing VM health, and other Azure Service Health related development tasks. Not for Azure Monitor (use azure-monitor), Azure Reliability (use azure-reliability), Azure Resiliency (use azure-resiliency), Azure Quotas (use azure-quotas).

Expert knowledge for Azure Site Recovery development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when planning ASR for VMware/Hyper‑V, automating vaults via ARM/Bicep/Terraform, or designing DR for SQL/SAP/AD workloads, and other Azure Site Recovery related development tasks. Not for Azure Backup (use azure-backup), Azure Migrate (use azure-migrate), Azure Virtual Machines (use azure-virtual-machines), Azure Virtual Machine Scale Sets (use azure-vm-scalesets).

Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing Synapse workspaces, Spark pools, dedicated/serverless SQL, Delta Lake, or Synapse Link workloads, and other Azure Synapse Analytics related development tasks. Not for Azure Data Factory (use azure-data-factory), Azure Data Explorer (use azure-data-explorer), Azure Databricks (use azure-databricks), Azure HDInsight (use azure-hdinsight).

Expert knowledge for Azure Virtual Machines development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when choosing VM/managed disk SKUs, configuring scale sets, Trusted Launch, ADE/CMK encryption, or HPC/GPU workloads, and other Azure Virtual Machines related development tasks. Not for Azure Data Science Virtual Machines (use azure-data-science-vm), Azure Virtual Machine Scale Sets (use azure-vm-scalesets), SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines), Azure Cloud Services (use azure-cloud-services).

Expert knowledge for Microsoft Foundry Tools (aka Azure AI services, Azure Cognitive Services) development including best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, and integrations & coding patterns. Use when using Content Moderator, Content Understanding analyzers, document extraction, routing, or secure Foundry setup, and other Microsoft Foundry Tools related development tasks. Not for Microsoft Foundry (use microsoft-foundry), Microsoft Foundry Classic (use microsoft-foundry-classic), Microsoft Foundry Local (use microsoft-foundry-local).

Fetch current, hourly, and daily weather forecasts and display required attribution using WeatherKit. Use when integrating weather data, showing forecasts, handling weather alerts, displaying Apple Weather attribution, or querying historical weather statistics in iOS apps.

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Guides visual identity for consistent brand presentation. Companies with consistent branding see up to 23-33% revenue lift; 94% of consumers say consistency influences buying decisions.

Guides footer design for SEO, UX, and conversion. Footers provide secondary navigation, support crawlability, and engage users below the fold (66% of engagement happens there).

Guides free tools pages that drive traffic and lead generation for the main product. **Tools are free, standalone utilities** — not the primary monetization. They serve the same ICP as the paid produc

Guides download page structure and optimization for desktop and mobile app downloads. Purpose: convert visitors into installers by clearly presenting value, platform options, and trust signals.

Guides TikTok Ads setup, creative strategy, and optimization. TikTok excels at younger demographics (18–34) and viral-style video; use when your audience skews young and you have video creative capaci

Guides optimization of meta tags beyond title, description, Open Graph, and Twitter Cards. Covers hreflang, robots, viewport, charset, and metadata completeness.

Guides rendering strategy selection and optimization for search engine and AI crawler visibility. **Golden rule**: Page data and metadata must be available on page load without JavaScript execution fo

Guides configuration and auditing of robots.txt for search engine and AI crawler control.

Guides website structure planning: which pages to build, page priority, and how structure supports UX, SEO, and growth. Structure is the organization and connection of pages; it affects user navigatio

Transform content into professional slide deck images.

Fetch any URL and convert to markdown using Chrome CDP. Supports two modes - auto-capture on page load, or wait for user signal (for pages requiring login). Use when user wants to save a webpage as markdown.

Ce skill fournit un cadre méthodologique complet pour analyser l'organisation spatiale, les dynamiques démographiques, les besoins en services, la vulnérabilité et les politiques publiques d'une zone péri-urbaine non planifiée.

Génère un résumé d'actualité en un seul paragraphe, structuré et clair, commençant par une phrase d'introduction spécifique, adapté pour une présentation orale en classe.

Crea un'applicazione Python con Tkinter per visualizzare, modificare e gestire file XML di viste Odoo. Include parsing ricorsivo, gestione gerarchica degli elementi, modifica di attributi, validazione e gestione delle eccezioni.

Executa o pipeline de redução de ruído e normalização de volume em arquivos de áudio usando Python (bibliotecas como Silero, noisereduce, numpy e scipy) para otimizar a entrada para modelos de reconhecimento de voz como o Whisper.

Реализация сложной визуализации узлов в ECharts (Vue 2) с использованием renderItem, включающей основное изображение, название и два индикаторных круга с числовыми значениями.

Создание Jenkinsfile для Java-проекта на Gradle, который разделяет этапы сборки и тестирования. Основное требование — избежать двойного запуска тестов, используя флаг исключения в команде сборки, и поддерживать динамический выбор ветки для PR.

Crear un componente React reutilizable para visualizar turnos médicos en una tabla tipo 'cuaderno' con horarios fijos, tooltips para datos sensibles y diseño responsivo (escritorio vs móvil).

根据DataFrame中的日期字段创建季节字段，将月份映射为春夏秋冬。

提供使用R^2指标评估线性回归、支持向量回归(SVR)和随机森林模型的代码，并演示如何使用网格搜索和交叉验证进行参数调优。

Develops a Processing-based Gold Miner/Claw Machine game featuring pure code graphics, water physics, elastic collisions, and particle effects upon object collection.

实现一个使用位置编码将像素坐标映射到像素值的PyTorch MLP网络，专门用于拟合灰度图像。支持任意分辨率输出、模型保存加载及设备管理。

用于计算给定数据集的平均数、标准差以及两组数据间的P值。当用户要求“无需过程”或“只需结果”时，仅输出最终数值。