Recently added agent tools.

Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure/deployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure/deployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: \"run azd up\", \"run azd deploy\", \"execute deployment\",

Plan, create, and configure production-ready Azure Kubernetes Service (AKS) clusters. Covers Day-0 checklist, SKU selection (Automatic vs Standard), networking options (private API server, Azure CNI Overlay, egress configuration), security, and operations (autoscaling, upgrade strategy, cost analysis). WHEN: create AKS environment, provision AKS, enable AKS observability, design AKS networking, choose AKS SKU, secure AKS, optimize AKS, AKS spot nodes, AKS cluster-autoscaler, rightsize AKS pod, p

Azure-cost is an analytics tool for querying, forecasting, and optimizing Azure cloud costs to help reduce waste and manage spending effectively.

Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container apps, troubleshoot functions, troubleshoot AKS, VM RDP, Linux SSH, VM black screen, can't connect to VM, reset VM password, NSG or firewall blocking, kubectl cannot connect, kube-system/CoreDNS failures, pod pending, crashloop, node not ready, upgrade failures, a

Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring Boot→Container Apps. WHEN: migrate Lambda to Functions, AWS to Azure, migrate Beanstalk, migrate Heroku, migrate App Engine, Cloud Run migration, Fargate to ACA, ECS/Kubernetes/GKE/EKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.

azure-compliance automates Azure compliance and security audits, including resource assessments and Key Vault expiration checks, to ensure best-practice adherence and security posture validation.

Azure VM/VMSS router. WHEN: create / provision / deploy / spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website, backend, GPU, machine learning, HPC simulation, dev/test, workload, family, load balancer, Flexible orchestration, Uniform orchestration, cost estimate, capacity reservation (CRG), reserve, guarantee capacity, pre-provision, CRG association, CRG disassociation, machine enrollment (EMM), Essential Machine Management, monit

Generate deployment-ready infrastructure code from an architecture plan, verify it with adversarial self-review, and bridge to validation — all without deploying. ## Quick Reference | Property | Value | |----------|-------| | Parent | [azure-app-onboard](../SKILL.md) | | Best for | Turning `prepare-plan.json` service list into Bicep templates with secure-by-default patterns | | Inputs | `prepare-plan.json` (services, naming, quotas), `context.json` (overrides, components, repo info) | | Outputs

## Quick Reference | Property | Value | |----------|-------| | Best for | Mapping app components to Azure services with cost estimation and quota validation | | Inputs | `prereq-output.json` + `context.json` from `.copilot-azure/sessions/{id}/` | | Outputs | `prepare-plan.json` written to session directory | | Parent | [azure-app-onboard](../SKILL.md) | ## When to Use This Skill Invoked by the `azure-app-onboard` orchestrator at Phase 2 when `prereq-output.json` exists. Not directly user-routabl

## Quick Reference | Property | Value | |----------|-------| | Best for | Executing validated IaC against Azure, health-checking deployed resources | | Inputs | `prepare-plan.json` + `scaffold-manifest.json` from `.copilot-azure/sessions/{id}/` | | Outputs | `deploy-result.json` written to session directory | | Parent | [azure-app-onboard](../SKILL.md) | ## When to Use This Skill Invoked by the `azure-app-onboard` orchestrator at Phase 4 when `scaffold-manifest.json` exists with `files[]` and `v

Azure AI provides AI-powered search, speech-to-text, text-to-speech, transcription, OCR, and document intelligence services to automate information retrieval and processing tasks.

Azure AI Gateway configures Azure API Management to automate governance, policy enforcement, load balancing, and integration of AI models and tools.

Evaluates source code repositories for build health, app completeness, and Azure deployment readiness by performing static analysis and compatibility checks before infrastructure work.

End-to-end orchestrator: from a business idea, app idea, or existing app to running Azure deployment with cost estimates and pre-deploy approval. Analyzes your app, auto-detects the right Azure services, scaffolds infrastructure code, and deploys — tailored to your app, not a template. Handles moving existing apps to Azure without rewriting or with minimal changes. WHEN: bring your app to Azure, plan my app, cost to run, is my code ready to deploy, deploy my app to the cloud, deploy all my servi

A tool enabling step-by-step setup and deployment of AI Runway models on Azure Kubernetes Service clusters, focusing on cluster verification, GPU assessment, and model serving deployment.

Apply IRQL graph functions to KQL or IRQL query results for Kusto Explorer visualization. Generates Lift_To_Graph mappings and composes Graph_Render_View, Graph_Fold_By_Property, Extract_Node_*, Enrich_Node_*, and Enrich_Graph_* calls. Accepts a supplied query or limited basic natural-language source request; it is not a general natural-language-to-KQL/IRQL skill. WHEN: Lift_To_Graph, Graph_Render_View, Graph_Fold_By_Property, IRQL graph enrichment, graph mapping for existing query results, icon

Provides guidance and reference material for instrumenting web applications with Azure Application Insights to enable telemetry and application performance monitoring.

Generates composable incident response queries using IRQL functions to facilitate cybersecurity investigations and threat hunting in Kusto databases.

azure-kusto-graph enables building and querying graph data structures from tabular data in Kusto using natural language instructions for pattern matching, shortest paths, and connected components analysis.

find-skills helps users discover and install modular agent skills to extend functionality based on specific tasks or domains.

## Overview This skill enables characterization in the domain of a-b-testing (data-science). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform characterization operations related to a-b-testing. This includes tasks such as: - build models - predict outcomes - predict outcomes The skill leverages statistical software and follows best practices established in the data

## Overview This skill enables debugging in the domain of a-b-testing (data-science). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform debugging operations related to a-b-testing. This includes tasks such as: - analyze datasets - analyze datasets - extract features The skill leverages ML frameworks and follows best practices established in the data-science communit

## Overview This skill enables analysis in the domain of a-b-testing (data-science). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform analysis operations related to a-b-testing. This includes tasks such as: - predict outcomes - predict outcomes - extract features The skill leverages statistical software and follows best practices established in the data-science communi

## Overview This skill enables derivation in the domain of a-b-testing (data-science). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform derivation operations related to a-b-testing. This includes tasks such as: - visualize data - extract features - visualize data The skill leverages ML frameworks and follows best practices established in the data-science community.

## Overview This skill enables implementation in the domain of a-b-testing (data-science). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform implementation operations related to a-b-testing. This includes tasks such as: - visualize data - predict outcomes - test hypotheses The skill leverages statistical software and follows best practices established in the data-sc

## Overview This skill enables verification in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform verification operations related to acoustics. This includes tasks such as: - analyze motion - predict behavior - analyze motion The skill leverages simulation software and follows best practices established in the physics community. #

**Category:** Software Architecture **Skill Level:** Intermediate **Domain:** programming, architecture ## Overview The Adapter pattern allows incompatible interfaces to work together by wrapping an interface around an existing class. ## Description The Adapter pattern acts as a bridge between two incompatible interfaces, enabling classes with different interfaces to collaborate. It converts the interface of a class into another interface that clients expect. ## Prerequisites - Object-oriented p

## Overview This skill enables verification in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform verification operations related to acoustics. This includes tasks such as: - predict behavior - solve wave equations - measure quantities The skill leverages simulation software and follows best practices established in the physics commu

Sound waves and acoustic phenomena

## Overview This skill enables verification in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform verification operations related to acoustics. This includes tasks such as: - analyze motion - solve wave equations - predict behavior The skill leverages computational models and follows best practices established in the physics communi

## Overview This skill enables verification in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform verification operations related to acoustics. This includes tasks such as: - calculate forces - model systems - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community. ##

An expert-level skill for verifying and predicting acoustic behaviors using physics-based simulations and best practices in acoustics research and industry.

## Overview This skill enables validation in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - calculate forces - model systems - model systems The skill leverages measurement devices and follows best practices established in the physics community. ## Trig

## Overview This skill enables validation in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - solve wave equations - analyze motion - solve wave equations The skill leverages simulation software and follows best practices established in the physics community

## Overview This skill enables validation in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - measure quantities - calculate forces - measure quantities The skill leverages measurement devices and follows best practices established in the physics community.

## Overview This skill enables validation in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - measure quantities - measure quantities - analyze motion The skill leverages computational models and follows best practices established in the physics community. ## Tri

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - predict behavior - predict behavior - predict behavior The skill leverages simulation software and follows best practices established in the physics commu

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - calculate forces - model systems - predict behavior The skill leverages measurement devices and follows best practices established in the physics communi

An advanced skill for validating acoustics-related physics data through computational models, measurements, and experimental results analysis.

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - predict behavior - predict behavior - analyze motion The skill leverages measurement devices and follows best practices established in the physics comm

## Overview This skill enables testing in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - calculate forces - calculate forces - calculate forces The skill leverages measurement devices and follows best practices established in the physics community. ## Trig

## Overview This skill enables testing in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - measure quantities - solve wave equations - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community.

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - model systems - model systems - predict behavior The skill leverages simulation software and follows best practices established in the physics community. ## Tr

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - model systems - analyze motion - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community

## Overview This skill enables testing in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - predict behavior - measure quantities - solve wave equations The skill leverages computational models and follows best practices established in the physics community. ##

An expert-level acoustics testing skill that uses physics-based simulation and modeling to analyze and predict acoustic behavior for research and industry applications.

## Overview This skill enables testing in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - model systems - measure quantities - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community. ## Trigger

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - calculate forces - solve wave equations - calculate forces The skill leverages computational models and follows best practices established in the physics community. ## Tri

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - predict behavior - measure quantities - measure quantities The skill leverages simulation software and follows best practices established in the physics community. #

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - analyze motion - measure quantities - analyze motion The skill leverages computational models and follows best practices established in the physics community. ## Trig