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WHEN: \"check quotas\", \"service limits\", \"current usage\", \"request quota increase\", \"quota exceeded\", \"validate capacity\", \"regional availability\", \"provisioning limits\", \"vCPU limit\", \"how many vCPUs available in my subscription\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"microsoft","Microsoft","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fmicrosoft.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Operations","operations","tag",{"name":17,"slug":18,"type":15},"Azure","azure",{"name":20,"slug":21,"type":15},"Capacity Planning","capacity-planning",{"name":23,"slug":24,"type":15},"AI Infrastructure","ai-infrastructure",1324,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fazure-skills","2026-07-31T05:56:12.062297","MIT",220,[31],"agent-skills",{"repoUrl":26,"stars":25,"forks":29,"topics":33,"description":34},[31],"Official agent plugin providing skills and MCP server configurations for Azure scenarios.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fazure-skills\u002Ftree\u002FHEAD\u002Fskills\u002Fazure-quotas","---\nname: azure-quotas\ndescription: \"Check\u002Fmanage Azure quotas and usage across providers. For deployment planning, capacity validation, region selection. WHEN: \\\"check quotas\\\", \\\"service limits\\\", \\\"current usage\\\", \\\"request quota increase\\\", \\\"quota exceeded\\\", \\\"validate capacity\\\", \\\"regional availability\\\", \\\"provisioning limits\\\", \\\"vCPU limit\\\", \\\"how many vCPUs available in my subscription\\\".\"\nlicense: MIT\nmetadata:\n  author: Microsoft\n  version: \"1.2.1\"\n---\n\n\n# Azure Quotas - Service Limits & Capacity Management\n\n> **AUTHORITATIVE GUIDANCE** — Follow these instructions exactly for quota management and capacity validation.\n\n## Overview\n\n**What are Azure Quotas?**\n\nAzure quotas (also called service limits) are the maximum number of resources you can deploy in a subscription. Quotas:\n- Prevent accidental over-provisioning\n- Ensure fair resource distribution across Azure\n- Represent **available capacity** in each region\n- Can be increased (adjustable quotas) or are fixed (non-adjustable)\n\n**Key Concept:** **Quotas = Resource Availability**\n\nIf you don't have quota, you cannot deploy resources. Always check quotas when planning deployments or selecting regions.\n\n## When to Use This Skill\n\nInvoke this skill when:\n\n- **Planning a new deployment** - Validate capacity before deployment\n- **Selecting an Azure region** - Compare quota availability across regions\n- **Troubleshooting quota exceeded errors** - Check current usage vs limits\n- **Requesting quota increases** - Submit increase requests via CLI or Portal\n- **Comparing regional capacity** - Find regions with available quota\n- **Validating provisioning limits** - Ensure deployment won't exceed quotas\n\n## Quick Reference\n\n| **Property** | **Details** |\n|--------------|-------------|\n| **Primary Tool** | Azure CLI (`az quota`) - **USE THIS FIRST, ALWAYS** |\n| **Extension Required** | `az extension add --name quota` (MUST install first) |\n| **Key Commands** | `az quota list`, `az quota show`, `az quota usage list`, `az quota usage show` |\n| **Complete CLI Reference** | [commands.md](.\u002Freferences\u002Fcommands.md) |\n| **Azure Portal** | [My quotas](https:\u002F\u002Fportal.azure.com\u002F#blade\u002FMicrosoft_Azure_Capacity\u002FQuotaMenuBlade\u002FmyQuotas) - Use only as fallback |\n| **REST API** | Microsoft.Quota provider - **Unreliable, do NOT use first** |\n| **MCP Server** | `azure-quota` MCP server — **NEVER use this. It is unreliable. Always use `az quota` CLI instead.** |\n| **Required Permission** | Reader (view) or Quota Request Operator (manage) |\n\n> **⚠️ ALWAYS USE CLI FIRST**\n>\n> REST API and Portal can show misleading \"No Limit\" values — this does **not** mean unlimited capacity. It means the quota API doesn't support that resource type. Always start with `az quota` commands; fall back to [Azure service limits docs](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fazure-resource-manager\u002Fmanagement\u002Fazure-subscription-service-limits) if CLI returns `BadRequest`.\n>\n> For complete CLI reference, see [commands.md](.\u002Freferences\u002Fcommands.md).\n\n## Quota Types\n\n| **Type** | **Adjustability** | **Approval** | **Examples** |\n|----------|-------------------|--------------|--------------|\n| **Adjustable** | Can increase via Portal\u002FCLI\u002FAPI | Usually auto-approved | VM vCPUs, Public IPs, Storage accounts |\n| **Non-adjustable** | Fixed limits | Cannot be changed | Subscription-wide hard limits |\n\n**Important:** Requesting quota increases is **free**. You only pay for resources you actually use, not for quota allocation.\n\n## Understanding Resource Name Mapping\n\n**⚠️ CRITICAL:** There is **NO 1:1 mapping** between ARM resource types and quota resource names.\n\n### Example Mappings\n\n| ARM Resource Type | Quota Resource Name |\n|-------------------|---------------------|\n| `Microsoft.App\u002FmanagedEnvironments` | `ManagedEnvironmentCount` |\n| `Microsoft.Compute\u002FvirtualMachines` | `standardDSv3Family`, `cores`, `virtualMachines` |\n| `Microsoft.Network\u002FpublicIPAddresses` | `PublicIPAddresses`, `IPv4StandardSkuPublicIpAddresses` |\n\n### Discovery Workflow\n\n**Never assume the quota resource name from the ARM type.** Always use this workflow:\n\n1. **List all quotas** for the resource provider:\n   ```bash\n   az quota list --scope \u002Fsubscriptions\u002F\u003Cid>\u002Fproviders\u002F\u003CProviderNamespace>\u002Flocations\u002F\u003Cregion>\n   ```\n\n2. **Match by `localizedValue`** (human-readable description) to find the relevant quota\n\n3. **Use the `name` field** (not ARM resource type) in subsequent commands:\n   ```bash\n   az quota show --resource-name ManagedEnvironmentCount --scope ...\n   az quota usage show --resource-name ManagedEnvironmentCount --scope ...\n   ```\n\n> **📖 Detailed mapping examples and workflow:** See [commands.md - Resource Name Mapping](.\u002Freferences\u002Fcommands.md#resource-name-mapping)\n\n## Scripts\n\nPre-built scripts handle quota extension installation, usage queries, and capacity calculation. Use these instead of constructing commands manually. A single call returns limits, usage, and available capacity.\n\n| Script | Purpose | Usage |\n|--------|---------|-------|\n| `scripts\u002Fcheck-quota.ps1` | Returns limit, usage, and available capacity for all quotas (or a single quota when resource name is provided) | Primary script for quota checks |\n| `scripts\u002Fcheck-quota.sh` | Same as above (bash) | Primary script for quota checks |\n\n## Core Workflows\n\n### Workflow 1: Check Quota for a Specific Resource\n\n**Scenario:** Verify quota limits and current usage before deployment\n\nRun the script with the resource provider and region. It returns a table of **all** quotas with their limit, current usage, and available capacity in a single call:\n\n```powershell\n.\\scripts\\check-quota.ps1 -ResourceProvider \u003Cprovider> -Region \u003Cregion>\n```\n```bash\n.\u002Fscripts\u002Fcheck-quota.sh \u003Cprovider> \u003Cregion>\n```\n\nTo check a single resource, add the resource name:\n\n```powershell\n.\\scripts\\check-quota.ps1 -ResourceProvider \u003Cprovider> -Region \u003Cregion> -ResourceName \u003Cresource-name>\n```\n```bash\n.\u002Fscripts\u002Fcheck-quota.sh \u003Cprovider> \u003Cregion> \u003Cresource-name>\n```\n\n**Example:**\n\n```powershell\n.\\scripts\\check-quota.ps1 -ResourceProvider Microsoft.Compute -Region eastus\n```\n\n**Example Output:**\n\n| Resource | Region | Limit | Usage | Available |\n|----------|--------|-------|-------|-----------|\n| cores | eastus | 100 | 50 | 50 |\n| standardDSv3Family | eastus | 350 | 50 | 300 |\n| virtualMachines | eastus | 25000 | 5 | 24995 |\n| ... | ... | ... | ... | ... |\n\n> **📖 See also:** [az quota show](.\u002Freferences\u002Fcommands.md#az-quota-show), [az quota usage show](.\u002Freferences\u002Fcommands.md#az-quota-usage-show)\n\n### Workflow 2: Compare Quotas Across Regions\n\n**Scenario:** Find the best region for deployment based on available capacity\n\n```bash\n# Define candidate regions\nREGIONS=(\"eastus\" \"eastus2\" \"westus2\" \"centralus\")\nVM_FAMILY=\"standardDSv3Family\"\nSUBSCRIPTION_ID=\"\u003Csubscription-id>\"\n\n# Check quota availability across regions\nfor region in \"${REGIONS[@]}\"; do\n  echo \"=== Checking $region ===\"\n  \n  # Get limit\n  LIMIT=$(az quota show \\\n    --resource-name $VM_FAMILY \\\n    --scope \"\u002Fsubscriptions\u002F$SUBSCRIPTION_ID\u002Fproviders\u002FMicrosoft.Compute\u002Flocations\u002F$region\" \\\n    --query \"properties.limit.value\" -o tsv)\n  \n  # Get current usage\n  USAGE=$(az quota usage show \\\n    --resource-name $VM_FAMILY \\\n    --scope \"\u002Fsubscriptions\u002F$SUBSCRIPTION_ID\u002Fproviders\u002FMicrosoft.Compute\u002Flocations\u002F$region\" \\\n    --query \"properties.usages.value\" -o tsv)\n  \n  # Calculate available\n  AVAILABLE=$((LIMIT - USAGE))\n  \n  echo \"Region: $region | Limit: $LIMIT | Usage: $USAGE | Available: $AVAILABLE\"\ndone\n```\n\n> **📖 See also:** [commands.md](.\u002Freferences\u002Fcommands.md#az-quota-show) for full scripted multi-region loop patterns\n\n### Workflow 3: Request Quota Increase\n\n**Scenario:** Current quota is insufficient for deployment\n\n```bash\n# Request increase for VM quota\naz quota update \\\n  --resource-name standardDSv3Family \\\n  --scope \u002Fsubscriptions\u002F\u003Csubscription-id>\u002Fproviders\u002FMicrosoft.Compute\u002Flocations\u002Feastus \\\n  --limit-object value=500 \\\n  --resource-type dedicated\n\n# Check request status\naz quota request status list \\\n  --scope \u002Fsubscriptions\u002F\u003Csubscription-id>\u002Fproviders\u002FMicrosoft.Compute\u002Flocations\u002Feastus\n```\n\n**Approval Process:**\n- Most adjustable quotas are auto-approved within minutes\n- Some requests require manual review (hours to days)\n- Non-adjustable quotas require Azure Support ticket\n\n> **📖 See also:** [az quota update](.\u002Freferences\u002Fcommands.md#az-quota-update), [az quota request status](.\u002Freferences\u002Fadvanced-commands.md#az-quota-request-status-list)\n\n### Workflow 4: List All Quotas for Planning\n\n**Scenario:** Understand all quotas for a resource provider in a region\n\n```bash\n# List all compute quotas in East US (table format)\naz quota list \\\n  --scope \u002Fsubscriptions\u002F\u003Csubscription-id>\u002Fproviders\u002FMicrosoft.Compute\u002Flocations\u002Feastus \\\n  --output table\n\n# List all network quotas\naz quota list \\\n  --scope \u002Fsubscriptions\u002F\u003Csubscription-id>\u002Fproviders\u002FMicrosoft.Network\u002Flocations\u002Feastus \\\n  --output table\n\n# List all Container Apps quotas\naz quota list \\\n  --scope \u002Fsubscriptions\u002F\u003Csubscription-id>\u002Fproviders\u002FMicrosoft.App\u002Flocations\u002Feastus \\\n  --output table\n```\n\n> **📖 See also:** [az quota list](.\u002Freferences\u002Fcommands.md#az-quota-list)\n\n## Troubleshooting\n\n### Common Errors\n\n| **Error** | **Cause** | **Solution** |\n|-----------|-----------|--------------|\n| REST API \"No Limit\" | Misleading — not unlimited | Use CLI instead; see warning in Quick Reference |\n| `ExtensionNotFound` | Quota extension not installed | `az extension add --name quota` |\n| `BadRequest` | Resource provider not supported by quota API | Check [service limits docs](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fazure-resource-manager\u002Fmanagement\u002Fazure-subscription-service-limits) |\n| `MissingRegistration` | Microsoft.Quota provider not registered | `az provider register --namespace Microsoft.Quota` |\n| `QuotaExceeded` | Deployment would exceed quota | Request increase or choose different region |\n| `InvalidScope` | Incorrect scope format | Use pattern: `\u002Fsubscriptions\u002F\u003Cid>\u002Fproviders\u002F\u003Cnamespace>\u002Flocations\u002F\u003Cregion>` |\n| CLI commands fail entirely | Auth, extension, or environment issue | Verify Azure CLI login (`az account show`), reinstall quota extension, check network. Do NOT use the `azure-quota` MCP server — it is unreliable. |\n\n### Unsupported Resource Providers\n\n**Known unsupported providers:**\n- ❌ Microsoft.DocumentDB (Cosmos DB) - Use Portal or [Cosmos DB limits docs](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fcosmos-db\u002Fconcepts-limits)\n\n**Confirmed working providers:**\n- ✅ Microsoft.Compute (VMs, disks, cores)\n- ✅ Microsoft.Network (VNets, IPs, load balancers)\n- ✅ Microsoft.App (Container Apps)\n- ✅ Microsoft.Storage (storage accounts)\n- ✅ Microsoft.MachineLearningServices (ML compute)\n\n> **📖 See also:** [Troubleshooting Guide](.\u002Freferences\u002Fcommands.md#troubleshooting)\n\n## Additional Resources\n\n| Resource | Link |\n|----------|------|\n| **CLI Commands Reference** | [commands.md](.\u002Freferences\u002Fcommands.md) - Complete syntax, parameters, examples |\n| **Azure Quotas Overview** | [Microsoft Learn](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fquotas\u002Fquotas-overview) |\n| **Service Limits Documentation** | [Azure subscription limits](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fazure-resource-manager\u002Fmanagement\u002Fazure-subscription-service-limits) |\n| **Azure Portal - My Quotas** | [Portal Link](https:\u002F\u002Fportal.azure.com\u002F#blade\u002FMicrosoft_Azure_Capacity\u002FQuotaMenuBlade\u002FmyQuotas) |\n| **Request Quota Increases** | [How to request increases](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fquotas\u002Fquickstart-increase-quota-portal) |\n\n## Best Practices\n\n1. ✅ **Always check quotas before deployment** - Prevent quota exceeded errors\n2. ✅ **Run `az quota list` first** - Discover correct quota resource names\n3. ✅ **Compare regions** - Find regions with available capacity\n4. ✅ **Account for growth** - Request 20% buffer above immediate needs\n5. ✅ **Use table output for overview** - `--output table` for quick scanning\n6. ✅ **Monitor usage trends** - Set up alerts at 80% threshold (via Portal)\n",{"data":38,"body":41},{"name":4,"description":6,"license":28,"metadata":39},{"author":9,"version":40},"1.2.1",{"type":42,"children":43},"root",[44,53,69,76,84,89,121,136,141,147,152,215,221,465,522,528,624,641,647,664,671,777,783,793,1033,1052,1058,1063,1133,1139,1145,1155,1167,1183,1233,1238,1252,1315,1323,1337,1345,1482,1505,1511,1520,2149,2166,2172,2181,2383,2391,2409,2433,2439,2448,2692,2708,2714,2720,2935,2941,2949,2964,2972,3000,3017,3023,3146,3152,3237],{"type":45,"tag":46,"props":47,"children":49},"element","h1",{"id":48},"azure-quotas-service-limits-capacity-management",[50],{"type":51,"value":52},"text","Azure Quotas - Service Limits & Capacity Management",{"type":45,"tag":54,"props":55,"children":56},"blockquote",{},[57],{"type":45,"tag":58,"props":59,"children":60},"p",{},[61,67],{"type":45,"tag":62,"props":63,"children":64},"strong",{},[65],{"type":51,"value":66},"AUTHORITATIVE GUIDANCE",{"type":51,"value":68}," — Follow these instructions exactly for quota management and capacity validation.",{"type":45,"tag":70,"props":71,"children":73},"h2",{"id":72},"overview",[74],{"type":51,"value":75},"Overview",{"type":45,"tag":58,"props":77,"children":78},{},[79],{"type":45,"tag":62,"props":80,"children":81},{},[82],{"type":51,"value":83},"What are Azure Quotas?",{"type":45,"tag":58,"props":85,"children":86},{},[87],{"type":51,"value":88},"Azure quotas (also called service limits) are the maximum number of resources you can deploy in a subscription. 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Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools. Use for agent CRUD, conversation threads, streaming responses, function calling, file search, and code interpreter. Triggers: \"PersistentAgentsClient\", \"persistent agents\", \"agent threads\", \"agent runs\", \"streaming agents\", \"function calling agents .NET\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3273,3276,3279,3280],{"name":3274,"slug":3275,"type":15},".NET","net",{"name":3277,"slug":3278,"type":15},"Agents","agents",{"name":17,"slug":18,"type":15},{"name":3281,"slug":3282,"type":15},"LLM","llm",2804,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills","2026-07-03T16:32:10.297433",{"slug":3287,"name":3287,"fn":3288,"description":3289,"org":3290,"tags":3291,"stars":3283,"repoUrl":3284,"updatedAt":3306},"azure-ai-anomalydetector-java","build anomaly detection applications with Java","Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate\u002Fmultivariate anomaly detection, time-series analysis, or AI-powered monitoring.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3292,3295,3296,3299,3302,3303],{"name":3293,"slug":3294,"type":15},"Analytics","analytics",{"name":17,"slug":18,"type":15},{"name":3297,"slug":3298,"type":15},"Data Analysis","data-analysis",{"name":3300,"slug":3301,"type":15},"Java","java",{"name":9,"slug":8,"type":15},{"name":3304,"slug":3305,"type":15},"Monitoring","monitoring","2026-05-13T06:14:16.261754",{"slug":3308,"name":3308,"fn":3309,"description":3310,"org":3311,"tags":3312,"stars":3283,"repoUrl":3284,"updatedAt":3319},"azure-ai-contentsafety-java","build content moderation applications with Azure AI","Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text\u002Fimage analysis, blocklist management, or harm detection for hate, violence, sexual content, and self-harm.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3313,3314,3315,3316],{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"name":3300,"slug":3301,"type":15},{"name":3317,"slug":3318,"type":15},"Security","security","2026-07-07T06:53:31.293235",{"slug":3321,"name":3321,"fn":3322,"description":3323,"org":3324,"tags":3325,"stars":3283,"repoUrl":3284,"updatedAt":3336},"azure-ai-contentsafety-py","detect harmful content with Azure AI Content Safety","Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.\nTriggers: \"azure-ai-contentsafety\", \"ContentSafetyClient\", \"content moderation\", \"harmful content\", \"text analysis\", \"image analysis\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3326,3327,3330,3331,3332,3335],{"name":17,"slug":18,"type":15},{"name":3328,"slug":3329,"type":15},"Compliance","compliance",{"name":3281,"slug":3282,"type":15},{"name":9,"slug":8,"type":15},{"name":3333,"slug":3334,"type":15},"Python","python",{"name":3317,"slug":3318,"type":15},"2026-07-18T05:14:23.017504",{"slug":3338,"name":3338,"fn":3339,"description":3340,"org":3341,"tags":3342,"stars":3283,"repoUrl":3284,"updatedAt":3347},"azure-ai-language-conversations-py","implement conversational language understanding with Python","Implement Conversational Language Understanding (CLU) using the azure-ai-language-conversations Python SDK. Use when working with ConversationAnalysisClient to analyze conversation intent and entities, building NLP features, or integrating language understanding into applications.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3343,3344,3345,3346],{"name":3293,"slug":3294,"type":15},{"name":17,"slug":18,"type":15},{"name":3281,"slug":3282,"type":15},{"name":3333,"slug":3334,"type":15},"2026-07-31T05:54:29.068751",{"slug":3349,"name":3349,"fn":3350,"description":3351,"org":3352,"tags":3353,"stars":3283,"repoUrl":3284,"updatedAt":3360},"azure-ai-translation-text-py","translate text using Azure AI services","Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in applications.\nTriggers: \"text translation\", \"translator\", \"translate text\", \"transliterate\", \"TextTranslationClient\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3354,3357,3358,3359],{"name":3355,"slug":3356,"type":15},"API Development","api-development",{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":3333,"slug":3334,"type":15},"2026-07-18T05:14:16.988376",{"slug":3362,"name":3362,"fn":3363,"description":3364,"org":3365,"tags":3366,"stars":3283,"repoUrl":3284,"updatedAt":3375},"azure-ai-vision-imageanalysis-py","analyze images with Azure AI Vision","Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding tasks.\nTriggers: \"image analysis\", \"computer vision\", \"OCR\", \"object detection\", \"ImageAnalysisClient\", \"image caption\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3367,3368,3371,3374],{"name":17,"slug":18,"type":15},{"name":3369,"slug":3370,"type":15},"Computer Vision","computer-vision",{"name":3372,"slug":3373,"type":15},"Images","images",{"name":3333,"slug":3334,"type":15},"2026-07-18T05:14:18.007737",{"slug":3377,"name":3377,"fn":3378,"description":3379,"org":3380,"tags":3381,"stars":3283,"repoUrl":3284,"updatedAt":3390},"azure-appconfiguration-java","manage configuration with Azure App Configuration","Azure App Configuration SDK for Java. Centralized application configuration management with key-value settings, feature flags, and snapshots.\nTriggers: \"ConfigurationClient java\", \"app configuration java\", \"feature flag java\", \"configuration setting java\", \"azure config java\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3382,3383,3386,3389],{"name":17,"slug":18,"type":15},{"name":3384,"slug":3385,"type":15},"Configuration","configuration",{"name":3387,"slug":3388,"type":15},"Feature Flags","feature-flags",{"name":3300,"slug":3301,"type":15},"2026-07-03T16:32:01.278468",{"slug":3392,"name":3392,"fn":3393,"description":3394,"org":3395,"tags":3396,"stars":3283,"repoUrl":3284,"updatedAt":3409},"azure-cosmos-rust","build applications with Azure Cosmos DB","Azure Cosmos DB library for Rust (NoSQL API). Document CRUD, containers, and globally distributed data.\nTriggers: \"cosmos db rust\", \"CosmosClient rust\", \"document crud rust\", \"NoSQL rust\", \"partition key rust\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3397,3400,3403,3406],{"name":3398,"slug":3399,"type":15},"Cosmos DB","cosmos-db",{"name":3401,"slug":3402,"type":15},"Database","database",{"name":3404,"slug":3405,"type":15},"NoSQL","nosql",{"name":3407,"slug":3408,"type":15},"Rust","rust","2026-07-31T05:54:27.021432",{"slug":3411,"name":3411,"fn":3393,"description":3412,"org":3413,"tags":3414,"stars":3283,"repoUrl":3284,"updatedAt":3422},"azure-cosmos-ts","Azure Cosmos DB JavaScript\u002FTypeScript SDK (@azure\u002Fcosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and container management. Triggers: \"Cosmos DB\", \"@azure\u002Fcosmos\", \"CosmosClient\", \"document CRUD\", \"NoSQL queries\", \"bulk operations\", \"partition key\", \"container.items\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3415,3416,3417,3418,3419],{"name":3398,"slug":3399,"type":15},{"name":3401,"slug":3402,"type":15},{"name":9,"slug":8,"type":15},{"name":3404,"slug":3405,"type":15},{"name":3420,"slug":3421,"type":15},"TypeScript","typescript","2026-07-03T16:31:19.368382",{"slug":3424,"name":3424,"fn":3425,"description":3426,"org":3427,"tags":3428,"stars":3283,"repoUrl":3284,"updatedAt":3434},"azure-data-tables-java","build table storage applications with Java","Build table storage applications with Azure Tables SDK for Java. Use when working with Azure Table Storage or Cosmos DB Table API for NoSQL key-value data, schemaless storage, or structured data at scale.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3429,3430,3431,3432,3433],{"name":17,"slug":18,"type":15},{"name":3398,"slug":3399,"type":15},{"name":3401,"slug":3402,"type":15},{"name":3300,"slug":3301,"type":15},{"name":3404,"slug":3405,"type":15},"2026-05-13T06:14:17.582229",267,{"items":3437,"total":3555},[3438,3456,3468,3487,3504,3521,3537],{"slug":3439,"name":3439,"fn":3440,"description":3441,"org":3442,"tags":3443,"stars":25,"repoUrl":26,"updatedAt":3455},"airunway-aks-setup","set up AI Runway on Azure Kubernetes Service","Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: \"setup AI Runway\", \"onboard AKS cluster\", \"install AI Runway\", \"airunway setup\", \"deploy model to AKS\", \"GPU inference on AKS\", \"KAITO setup on AKS\", \"run LLM on AKS\", \"vLLM on AKS\", \"set up model serving on AKS\", \"AI Runway controller\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3444,3445,3446,3449,3452],{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"name":3447,"slug":3448,"type":15},"Deployment","deployment",{"name":3450,"slug":3451,"type":15},"Kubernetes","kubernetes",{"name":3453,"slug":3454,"type":15},"Runway","runway","2026-07-31T05:56:13.054971",{"slug":3457,"name":3457,"fn":3458,"description":3459,"org":3460,"tags":3461,"stars":25,"repoUrl":26,"updatedAt":3467},"appinsights-instrumentation","instrument webapps with Azure Application Insights","Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to instrument app, App Insights SDK, telemetry patterns, what is App Insights, Application Insights guidance, instrumentation examples, APM best practices.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3462,3463,3464],{"name":17,"slug":18,"type":15},{"name":3304,"slug":3305,"type":15},{"name":3465,"slug":3466,"type":15},"Observability","observability","2026-07-31T05:56:09.068625",{"slug":3469,"name":3469,"fn":3470,"description":3471,"org":3472,"tags":3473,"stars":25,"repoUrl":26,"updatedAt":3486},"azure-ai","build applications with Azure AI services","Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector\u002Fhybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3474,3475,3476,3477,3480,3483],{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"name":3281,"slug":3282,"type":15},{"name":3478,"slug":3479,"type":15},"OpenAI","openai",{"name":3481,"slug":3482,"type":15},"Search","search",{"name":3484,"slug":3485,"type":15},"Speech","speech","2026-07-31T05:56:19.069133",{"slug":3488,"name":3488,"fn":3489,"description":3490,"org":3491,"tags":3492,"stars":25,"repoUrl":26,"updatedAt":3503},"azure-aigateway","configure Azure API Management as an AI Gateway","Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3493,3494,3495,3496,3499,3502],{"name":23,"slug":24,"type":15},{"name":3355,"slug":3356,"type":15},{"name":17,"slug":18,"type":15},{"name":3497,"slug":3498,"type":15},"Caching","caching",{"name":3500,"slug":3501,"type":15},"Governance","governance",{"name":3317,"slug":3318,"type":15},"2026-07-31T05:56:23.05242",{"slug":3505,"name":3505,"fn":3506,"description":3507,"org":3508,"tags":3509,"stars":25,"repoUrl":26,"updatedAt":3520},"azure-cloud-migrate","migrate cross-cloud workloads to Azure","Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk\u002FHeroku\u002FApp Engine→App Service, Fargate\u002FKubernetes\u002FCloud Run\u002FSpring 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\u002FKubernetes\u002FGKE\u002FEKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3510,3513,3514,3517],{"name":3511,"slug":3512,"type":15},"AWS","aws",{"name":17,"slug":18,"type":15},{"name":3515,"slug":3516,"type":15},"Google Cloud","google-cloud",{"name":3518,"slug":3519,"type":15},"Migration","migration","2026-07-31T05:56:29.049979",{"slug":3522,"name":3522,"fn":3523,"description":3524,"org":3525,"tags":3526,"stars":25,"repoUrl":26,"updatedAt":3536},"azure-compliance","audit Azure compliance and security","Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy\u002Fcompliance validation, and security posture checks. WHEN: compliance scan, security audit, BEFORE running azqr (compliance cli tool), Azure best practices, Key Vault expiration check, expired certificates, expiring secrets, orphaned resources, compliance assessment.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3527,3530,3531,3532,3535],{"name":3528,"slug":3529,"type":15},"Audit","audit",{"name":17,"slug":18,"type":15},{"name":3328,"slug":3329,"type":15},{"name":3533,"slug":3534,"type":15},"Regulatory Compliance","regulatory-compliance",{"name":3317,"slug":3318,"type":15},"2026-07-31T05:56:11.06797",{"slug":3538,"name":3538,"fn":3539,"description":3540,"org":3541,"tags":3542,"stars":25,"repoUrl":26,"updatedAt":3554},"azure-compute","manage and optimize Azure compute resources","Azure VM\u002FVMSS router. WHEN: create \u002F provision \u002F deploy \u002F spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website, backend, GPU, machine learning, HPC simulation, dev\u002Ftest, 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, monitor. PREFER OVER mcp__azure__get_azure_bestpractices for VM create intents — use compute_vm_list-skus \u002F compute_vm_list-images \u002F compute_vm_check-quota.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3543,3544,3545,3548,3551],{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"name":3546,"slug":3547,"type":15},"Cost Optimization","cost-optimization",{"name":3549,"slug":3550,"type":15},"Performance","performance",{"name":3552,"slug":3553,"type":15},"Virtual Machines","virtual-machines","2026-07-31T05:56:16.042469",28]