spector-test-implementer
Implements Spector integration tests for the autorest.typescript codegen. Given one or more test case paths (e.g., "encode/numeric"), creates or updates the corresponding .spec.ts files in packages/typespec-ts/test/azureModularIntegration/. Use when the user wants to add new Spector test cases, implement missing test scenarios, or update existing integration tests for azure-modular clients.
ci-analysis
Analyze CI build and test status from Azure DevOps and Helix for dotnet repository PRs. Use when checking CI status, investigating failures, determining if a PR is ready to merge, or given URLs containing dev.azure.com or helix.dot.net. Also use when asked "why is CI red", "test failures", "retry CI", "rerun tests", "is CI green", "build failed", "checks failing", or "flaky tests".
Azure
MCP server for Azure API integration
ctf-testing
Deploy and test Linux CTF challenges across cloud providers (AWS, Azure, GCP). Use when testing CTF setup, validating challenges work correctly, running the full test suite, verifying services survive VM reboots, or after creating new challenges.
aspire-monitoring
**ANALYSIS SKILL** - Observe Aspire apps: logs, traces, metrics, resource state, telemetry export, browser telemetry, and the standalone dashboard. Routes between local Aspire CLI, AKS workload diagnostics, and deployed Azure resource health. USE FOR: aspire logs, aspire otel logs, aspire otel traces, aspire otel spans, aspire describe, aspire ps, aspire export, aspire dashboard run, --include-hidden, browser logs in dashboard, WithBrowserLogs, App Insights query, AKS pod logs, container app logs. DO NOT USE FOR: start/stop/wait (use aspire-orchestration), deploy/publish/destroy (use aspire-deployment), AppHost code edits like WithBrowserLogs() (use aspireify), Azure provisioning (use azure-prepare). INVOKES: aspire CLI, azure-diagnostics (deployed Azure), kubectl + Container Insights. FOR SINGLE OPERATIONS: Run the aspire CLI command directly for quick log or describe lookups.
typespec-go-bump-and-release
Upgrade tsp toolset dependencies for the @azure-tools/typespec-go package in Azure/autorest.go repo. Use when user wants to bump, update, or upgrade the TypeSpec toolset dependencies (e.g., @typespec/compiler, @typespec/http, @azure-tools/typespec-client-generator-core, @azure-tools/azure-http-specs), create a release PR, or publish a new version of typespec-go.
Azure Verified Modules (AVM) MCP Server
Discover and explore Azure Verified Modules from the Bicep Public Registry
analyze-ci-failures
Analyze CI failures on Azure SDK for .NET pull requests and post a comment with how-to-fix instructions. Use when a PR has failing checks, CI is red, or someone asks for help fixing CI.
azadvertizer
[AzAdvertizer](https://www.azadvertizer.net) (by Julian Hayward) tracks Azure governance capabilities â Policies, Initiatives (policy sets), and RBAC Roles â and publishes them as **downloadable CSV exports**. There is **no API**. This skill turns those CSVs into deterministic offline lookups: f
azure-naming-research
Research Azure naming constraints and CAF abbreviations for a given resource type. Use when you need to look up the official CAF slug, naming rules (length, scope, valid characters), and derive validation/cleaning regex patterns for an Azure resource. Triggers on: CAF abbreviation lookup, Azure naming rules research, resource naming constraints.
Containerization Assist
TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support
azure-devops-rest-api
Guide for working with Azure DevOps REST APIs and OpenAPI specifications. Use this skill when implementing new Azure DevOps API integrations, exploring API capabilities, understanding request/response formats, or referencing the official OpenAPI specifications from the vsts-rest-api-specs repository.
add-azuredevops
Adds Azure DevOps connector to a Power Apps code app. Use when querying work items, creating bugs, managing pipelines, or making ADO API calls.
ado
Use the Azure DevOps MCP server for project management
apim-bicep
Guide for building Bicep files for Azure API Management (APIM) and related Azure services. Use when users want to create, modify, or understand Bicep templates for APIM instances, APIs, backends, subscriptions, policies, products, loggers, diagnostics, and MCP servers. This skill provides Bicep syntax, patterns from Azure Verified Modules, and examples from this repository.
do-code-review
Reviews code changes in azure-ai-ml package for quality, Azure SDK compliance, and best practices. Use when reviewing code, checking pull requests, or when user asks to review changes or check code quality in azure-ai-ml.
debug-capz-k8s
Debug CAPZ (Cluster API Provider Azure) Kubernetes cluster failures. Covers live cluster inspection via kubectl, VM-level debugging via az CLI, Prow/GCS artifact analysis, and build log triage. Knows CAPZ template flavors, E2E test structure, addon deployment (Calico, cloud-provider-azure, CSI), common failure patterns, and transient errors to ignore.
AVM-Terraform-Development
Azure Verified Modules (AVM) Terraform development workflow for fixing issues and adding features
add-model
Add a new AI model to the Pipelex inference system. Guides through all required steps: backend TOML configuration (OpenAI, Azure, Anthropic, Google, etc.), kit sync, test profile collections, and fixture regeneration. Use when the user says "add a model", "add GPT-X", "add Claude X", "new model", "register a model", "add Gemini X", "support model X", "add model to backend", or any variation of introducing a new AI model to the inference configuration. Also use when the user mentions a model name that doesn't exist in the backend configs yet and wants to add it.
fabric-data-agent
Create, configure, and manage Microsoft Fabric Data Agents that enable natural language Q&A over lakehouses, warehouses, Power BI semantic models, KQL databases, and ontologies. Use when asked to build data agents, configure NL2SQL/NL2DAX/NL2KQL experiences, write agent instructions, create example queries, automate data agent provisioning via REST API or PowerShell, integrate Fabric data agents with Azure AI Foundry, or troubleshoot data agent configuration issues.
azure-adr
Creates Azure Architecture Decision Records with WAF mapping, alternatives, and consequences. USE FOR: ADR creation, architecture decisions, trade-off analysis, WAF pillar justification. DO NOT USE FOR: Bicep/Terraform code generation, diagram creation, cost estimates.
Azure Updates
MCP server for Azure Updates RSS feed - search, filter, and summarize Azure service updates
policy-authoring
Conventions and patterns for creating policy authoring types in the Azure API Management policy toolkit. Use this skill when creating or modifying config records in src/Authoring/Configs/ or adding methods to section context interfaces.
migrate-to-teamcity
Migrating CI/CD pipelines to TeamCity. Use when the user wants to migrate, convert, or switch to TeamCity from GitHub Actions (.github/workflows/) or Bamboo (bamboo-specs/*.yml), even if they only say "move our CI". Other CI systems (GitLab, Jenkins, CircleCI, Azure DevOps, Travis, Bitbucket) are not supported yet.
apiview-feedback-resolution
Analyze and resolve APIView review feedback on Azure SDK PRs. **UTILITY SKILL**. USE FOR: APIView comments, API review feedback, SDK API surface changes. DO NOT USE FOR: general code review, non-APIView feedback. INVOKES: azure-sdk-mcp:azsdk_apiview_get_comments, azure-sdk-mcp:azsdk_typespec_customized_code_update.
azqr-developer
Expert guidance for developing and contributing to Azure Quick Review (azqr) - A Go-based CLI tool for Azure resource compliance analysis
azure-ai-docs
Tips and guidance to ensure responsible use of AI when utilizing the GenAI Prompt skill.
baoyu-imagine
AI image generation with OpenAI GPT Image 2, Azure OpenAI, Google, OpenRouter, DashScope, Z.AI GLM-Image, MiniMax, Jimeng, Seedream and Replicate APIs. Supports text-to-image, reference images, aspect ratios, and batch generation from saved prompt files. Sequential by default; use batch parallel generation when the user already has multiple prompts or wants stable multi-image throughput. Use when user asks to generate, create, or draw images.
Mcp Server
Query BigQuery, Snowflake, Redshift & Azure Synapse with natural language
azure-typespec-author
Author or modify Azure TypeSpec API specifications in the azure-rest-api-specs repository. USE FOR: Any task that creates, modifies, or troubleshoots .tsp files or TypeSpec API specifications â including but not limited to API versioning, ARM or data-plane resource definitions (tracked, proxy, extension, child resources), resource operations (CRUD, PATCH, custom actions, async/LRO), models, enums, unions, properties, decorators, constraints, and swagger-to-TypeSpec conversion. DO NOT USE FOR: SDK generation from TypeSpec, releasing SDK packages, single MCP tool calls that do not require multi-step workflows. TOOLS/COMMANDS: azsdk_typespec_generate_authoring_plan, azsdk_run_typespec_validation
Cloud Regions
Cloud region data for AWS, Azure, GCP, OCI & more. Query by location, compliance, GPU.
sample-creator
Guide for creating new Azure API Management (APIM) usage samples in this repository. Use when users want to create a new sample folder under `samples/` that demonstrates APIM policies, API configurations, or integration patterns. This skill provides the required folder structure, file templates, naming conventions, and step-by-step guidance based on the `samples/_TEMPLATE` structure.
MCP KQL Server
Execute KQL in AI prompts via NL2KQL with schema discovery and Azure Data Explorer integration
Logicapps Mcp
MCP server for Azure Logic Apps - debug workflows, manage runs, and authoring
ado-create-feature
Interactively create a new Feature work item in Azure DevOps using configured conventions.
azure-active-directory-b2c
Expert knowledge for Azure Active Directory B2C development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing B2C user flows/custom policies, MFA/IdP sign-in, app/API registration, CI/CD deployment, or logging, and other Azure Active Directory B2C related development tasks. Not for Azure Information Protection (use azure-information-protection), Azure Security (use azure-security), Azure Role-based access control (use azure-rbac), Azure Sentinel (use azure-sentinel).
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durable-functions-dotnet
Build durable, fault-tolerant workflows using Azure Durable Functions with .NET isolated worker and Durable Task Scheduler backend. Use when creating serverless orchestrations, activities, entities, or implementing patterns like function chaining, fan-out/fan-in, async HTTP APIs, human interaction, monitoring, or stateful aggregators. Applies to Azure Functions apps requiring durable execution, state persistence, or distributed coordination with built-in HTTP management APIs and Azure integration.