htekdev/azure-ai-foundry-starter/ai-foundry-resources

Azure AI Foundry Resources Skill

This skill creates Azure AI Services resources and AI Foundry Projects across multiple environments.

Overview

Creates Azure AI Services resources (kind: AIServices) with custom domains and AI Foundry Projects for each environment. Also configures RBAC permissions for Service Principals to access the AI Services resources.

Important: This creates AI Services resources (kind: AIServices), NOT ML Workspace hubs. Projects are created using 'az cognitiveservices account project create'.

Usage

# Using configuration file
scripts/create-ai-foundry-resources.ps1 -UseConfig -Environment "all"
 
# Using direct parameters  
scripts/create-ai-foundry-resources.ps1 `
    -ResourceGroupBaseName "rg-aif-demo" `
    -AIProjectBaseName "aif-demo" `
    -Location "eastus" `
    -Environment "dev" `
    -ServicePrincipalAppId "<app-id>"

Key Features

• AI Services creation: Creates AIServices resources with custom domains
• Project creation: Creates AI Foundry Projects under each AI Services resource
• RBAC configuration: Assigns Cognitive Services User role to Service Principal
• Endpoint capture: Extracts and stores project endpoints
• Configuration update: Updates starter-config.json with project endpoints
• Multi-environment: Supports dev, test, prod deployments

Resources Created

For each environment:

1. AI Services Resource: aif-foundry-{env} (kind: AIServices, SKU: S0)
2. AI Foundry Project: aif-project-{env}
3. RBAC Assignment: Cognitive Services User role on AI Services resource

RBAC Permissions

Per LESSONS_LEARNED.md #11:

• Cognitive Services User role must be granted on AI Services resources specifically, not just resource groups
• This skill handles this assignment after resource creation

Parameters

• ResourceGroupBaseName: Base name for resource groups
• AIProjectBaseName: Base name for AI Services resources and projects
• Location: Azure region (default: eastus)
• Environment: Target environment(s) - 'dev', 'test', 'prod', or 'all'
• ServicePrincipalAppId: AppId of Service Principal to grant access
• UseConfig: Load configuration from starter-config.json
• UpdateConfig: Update starter-config.json with endpoints (default: true)
• OutputFormat: 'text' or 'json'

Script Location

scripts/create-ai-foundry-resources.ps1