Azure SKU scout — explore availability zones, capacity, pricing, and plan VM deployments across subscriptions
Project description
Azure Scout: az-scout
Scout Azure regions for VM availability, zone mappings, pricing, spot scores, and quota — then plan deployments with confidence.
az-scout helps you compare how Azure maps logical Availability Zones to physical zones across subscriptions, evaluate SKU capacity and pricing, and generate deterministic deployment plans — all from a single web UI or MCP-powered AI agent.
Features
- Logical-to-physical zone mapping – visualise how Azure maps logical Availability Zones (Zone 1, Zone 2, Zone 3) to physical zones (e.g., eastus-az1, eastus-az2) across subscriptions in a region.
- SKU availability view – shows VM SKU availability per physical zone with vCPU quota usage (limit / used / remaining) and CSV export.
- Spot Placement Scores – evaluate the likelihood of Spot VM allocation (High / Medium / Low) per SKU for a given region and instance count, powered by the Azure Compute RP.
- Deployment Confidence Score – a composite 0–100 score per SKU estimating deployment success probability, synthesised from quota headroom, Spot Placement Score, availability zone breadth, restrictions, and price pressure signals. Missing signals are automatically excluded with weight renormalisation. The score updates live when Spot Placement Scores arrive.
- Deployment Plan – agent-ready
POST /api/deployment-planendpoint that evaluates (region, SKU) combinations against zones, quotas, spot scores, pricing, and restrictions. Returns a deterministic, ranked plan with business and technical views (no LLM, no invention — missing data is flagged explicitly). - MCP server – expose all capabilities as MCP tools for AI agents (see below).
Quick start
Prerequisites
| Requirement | Details |
|---|---|
| Python | ≥ 3.11 |
| Azure credentials | Any method supported by DefaultAzureCredential (az login, managed identity, …) |
| RBAC | Reader on the subscriptions you want to query, Virtual Machine Contributor on the subscriptions for Spot Placement Scores retrieval |
Run locally with uv tool (recommended)
# Make sure you are authenticated to Azure
az login
# Run the tool (no install required)
uvx az-scout
Your browser opens automatically at http://127.0.0.1:5001.
Installation options
Recommended: install with uv
uv install az-scout
uvx az-scout
Alternative: install with pip
pip install az-scout
az-scout
Docker
docker run --rm -p 8000:8000 \
-e AZURE_TENANT_ID=<your-tenant> \
-e AZURE_CLIENT_ID=<your-sp-client-id> \
-e AZURE_CLIENT_SECRET=<your-sp-secret> \
ghcr.io/lrivallain/az-scout:latest
Azure Container App
It is also possible to deploy az-scout as a web app in Azure using the provided Bicep template (see Deploy to Azure section below).
Note: The web UI is designed for local use and may not be suitable for public-facing deployment without additional security measures (authentication, network restrictions, etc.). The MCP server can be exposed over the public internet if needed, but ensure you have proper authentication and authorization in place to protect access to Azure data.
UI guided deployment
A Bicep template is provided to deploy az-scout as an Azure Container App with a managed identity. You can use the Deploy to Azure button above for a portal-guided experience, or use the CLI commands below.
Bicep deploy from CLI
# Create a resource group
az group create -n rg-az-scout -l <your-region>
# Deploy (replace subscription IDs with your own)
az deployment group create \
-g rg-az-scout \
-f deploy/main.bicep \
-p readerSubscriptionIds='["SUB_ID_1","SUB_ID_2"]'
See deploy/main.example.bicepparam for all available parameters.
Resources created
The deployment creates:
| Resource | Purpose |
|---|---|
| Container App | Runs ghcr.io/lrivallain/az-scout |
| Managed Identity | Reader role on target subscriptions |
| VM Contributor | Virtual Machine Contributor role for Spot Placement Scores (enabled by default) |
| Log Analytics | Container logs and diagnostics |
| Container Apps Env | Hosting environment |
Note: The
Virtual Machine Contributorrole is required for querying Spot Placement Scores (POST endpoint). SetenableSpotScoreRole=falseto skip this if you don't need spot scores or prefer to manage permissions manually.
Enable Entra ID authentication (EasyAuth)
For a complete walkthrough (App Registration creation, client secret, user assignment, troubleshooting), see deploy/EASYAUTH.md.
Usage
CLI options
az-scout [COMMAND] [OPTIONS]
az-scout --help. # show global help
az-scout web --help # show web subcommand help
az-scout mcp --help # show mcp subcommand help
az-scout --version # show version
az-scout web (default)
Run the web UI. This is the default when no subcommand is given.
--host TEXT Host to bind to. [default: 127.0.0.1]
--port INTEGER Port to listen on. [default: 5001]
--no-open Don't open the browser automatically.
-v, --verbose Enable verbose logging.
--reload Auto-reload on code changes (development only).
--help Show this message and exit.
az-scout mcp
Run the MCP server.
--sse Use SSE transport instead of stdio.
--port INTEGER Port for SSE transport. [default: 8080]
-v, --verbose Enable verbose logging.
--help Show this message and exit.
MCP server
An MCP server is included, allowing AI agents (Claude Desktop, VS Code Copilot, etc.) to query zone mappings and SKU availability directly.
Available tools
| Tool | Description |
|---|---|
list_tenants |
Discover Azure AD tenants and authentication status |
list_subscriptions |
List enabled subscriptions (optionally scoped to a tenant) |
list_regions |
List regions that support Availability Zones |
get_zone_mappings |
Get logical→physical zone mappings for subscriptions in a region |
get_sku_availability |
Get VM SKU availability per zone with restrictions, capabilities, and vCPU quota per family |
get_spot_scores |
Get Spot Placement Scores (High / Medium / Low) for a list of VM sizes in a region |
get_sku_pricing_detail |
Get detailed Linux pricing (PayGo, Spot, RI 1Y/3Y, SP 1Y/3Y) and VM profile for a single SKU |
get_sku_availability supports optional filters to reduce output size:
name, family, min_vcpus, max_vcpus, min_memory_gb, max_memory_gb.
stdio transport (default – for Claude Desktop, VS Code, etc.)
az-scout mcp
Add to your MCP client configuration:
{
"mcpServers": {
"az-scout": {
"command": "az-scout",
"args": ["mcp"]
}
}
}
If using uv:
{
"mcpServers": {
"az-scout": {
"command": "uvx",
"args": ["az-scout", "mcp"]
}
}
}
SSE transport
az-scout mcp --sse --port 8080
API
API documentation is available at /docs (Swagger UI) and /redoc (ReDoc) when the server is running.
Deployment Plan API
The POST /api/deployment-plan endpoint provides a deterministic decision engine for deployment planning. It is designed for Sales / Solution Engineers and AI agents: no LLM is involved — every decision traces back to real Azure data.
Request
{
"subscriptionId": "xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx",
"regionConstraints": {
"allowRegions": ["francecentral", "westeurope"],
"dataResidency": "EU"
},
"skuConstraints": {
"preferredSkus": ["Standard_D2s_v3", "Standard_E8s_v4"],
"requireZonal": true
},
"scale": { "instanceCount": 4 },
"pricing": {
"currencyCode": "EUR",
"preferSpot": true,
"maxHourlyBudget": 2.0
},
"timing": { "urgency": "now" }
}
Response (abbreviated)
{
"summary": {
"recommendedRegion": "francecentral",
"recommendedSku": "Standard_D2s_v3",
"recommendedMode": "zonal",
"riskLevel": "low",
"confidenceScore": 85
},
"businessView": {
"keyMessage": "Standard_D2s_v3 in francecentral is recommended ...",
"reasons": ["Available in 3 availability zone(s).", "Sufficient quota ..."],
"risks": [],
"mitigations": [],
"alternatives": [{ "region": "westeurope", "sku": "Standard_E8s_v4", "reason": "..." }]
},
"technicalView": {
"evaluation": { "regionsEvaluated": ["francecentral", "westeurope"], "perRegionResults": [] },
"dataProvenance": { "evaluatedAt": "...", "cacheTtl": {}, "apiVersions": {} }
},
"warnings": ["Spot placement score is probabilistic and not a guarantee."],
"errors": []
}
Note: Spot placement scores are probabilistic and not a guarantee of allocation. Quota values are dynamic and may change between planning and actual deployment.
Under the hood
The backend calls the Azure Resource Manager REST API to fetch:
- Zone mappings:
availabilityZoneMappingsfrom/subscriptions/{id}/locationsendpoint - Resource SKUs: SKU details from
/subscriptions/{id}/providers/Microsoft.Compute/skusendpoint with zone restrictions and capabilities - Compute Usages: vCPU quota per VM family from
/subscriptions/{id}/providers/Microsoft.Compute/locations/{region}/usagesendpoint (cached for 10 minutes, with retry on throttling and graceful handling of 403) - Spot Placement Scores: likelihood indicators for Spot VM allocation from
/subscriptions/{id}/providers/Microsoft.Compute/locations/{region}/placementScores/spot/generateendpoint (batched in chunks of 100, sequential execution with retry/back-off, cached for 10 minutes). Note: these scores reflect the probability of obtaining a Spot VM allocation, not datacenter capacity.
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