cloud▌

Recommend Azure VM sizes, scale sets, and configurations based on workload requirements and budget. \n \n Analyzes workload type, performance needs, scaling requirements, and cost to suggest 2–3 VM or VMSS options with trade-offs \n Verifies recommendations against live Microsoft documentation; falls back to reference files if fetch fails \n Queries the unauthenticated Azure Retail Prices API for current pricing without requiring an Azure subscription \n Guides VM vs VMSS decision through a deci

Category: test

Execute KQL queries and analyze data in Azure Data Explorer for log analytics, telemetry, and time series insights. \n \n Execute KQL queries against massive datasets with sub-second performance, including filtering, aggregation, time series analysis, and cross-table joins \n Discover and explore cluster resources, databases, and table schemas to understand your data model before querying \n Supports five core query patterns: basic retrieval, aggregation analysis, time series analytics, join-bas

Access Azure AI Search, Speech, OpenAI, and Document Intelligence services through unified MCP tools. \n \n AI Search supports full-text, vector, hybrid, and semantic search with built-in AI enrichment for entity extraction and OCR \n Speech service handles real-time and batch speech-to-text transcription, text-to-speech synthesis with neural voices, and speaker diarization \n MCP tools provide direct access: azure__search for index queries and azure__speech for transcription and synthesis \n SD

Build and deploy GitHub Copilot SDK applications to Azure with flexible model configuration. \n \n Three scaffolding paths: create new greenfield projects, add SDK services to existing repos, or deploy existing SDK apps with Azure infrastructure \n Supports three model configurations: GitHub's default models, specific GitHub models via discovery, or bring-your-own-model (BYOM) on Azure with DefaultAzureCredential authentication \n Template includes Express/TypeScript API, React/Vite frontend, Bi

Systematic diagnosis and remediation for Azure production issues using AppLens, Azure Monitor, and resource health checks. \n \n Covers Container Apps, Function Apps, and AKS clusters with service-specific troubleshooting guides for image pulls, cold starts, health probes, invocation failures, and node/pod issues \n Includes AppLens MCP integration for AI-powered root cause analysis and Azure Monitor MCP for KQL-based log and metric queries \n Provides a five-step diagnostic flow: identify sympt

Build and deploy GitHub Copilot SDK applications to Azure with flexible model configuration. \n \n Three scaffolding paths: create new greenfield projects, add SDK services to existing repos, or deploy existing SDK apps with Azure infrastructure \n Supports three model configurations: GitHub's default models, specific GitHub models via discovery, or bring-your-own-model (BYOM) on Azure with DefaultAzureCredential authentication \n Includes complete templates with Express/TypeScript API, React/Vi

Configure Azure API Management as an AI Gateway for models, MCP tools, and agents with built-in governance policies. \n \n Supports semantic caching (60-80% cost savings), token rate limiting, content safety filtering, and jailbreak detection across AI backends \n Add Azure OpenAI, AI Foundry models, or convert existing APIs to MCP tools as managed backends with load balancing \n Includes five core policy categories: authentication, semantic cache lookup, token limits, content safety, and token

Assess and migrate cloud workloads from AWS, GCP, and other providers to Azure services. \n \n Supports migration from AWS Lambda to Azure Functions with scenario-specific conversion rules and best practices \n Generates assessment reports mapping source services to Azure equivalents before any code conversion \n Converts source code to target Azure runtime models using documented migration patterns and MCP tools for best practices \n Outputs all artifacts to a separate <source-folder>-azur

Azure compliance scanning, Key Vault expiration auditing, and resource configuration validation. \n \n Runs azqr (Azure Quick Review) for comprehensive compliance assessment against best practices across subscriptions and resource groups \n Monitors Key Vault keys, secrets, and certificates for expiration dates and identifies items without expiration policies \n Detects orphaned, misconfigured, and non-compliant resources using Resource Graph queries \n Classifies findings by priority (Critical,