Skill

azure-ai-vision

Expert knowledge for Azure AI Vision development including decision making, limits & quotas, configuration, integrations & coding patterns, and deployment. Use when building, debugging, or optimizing Azure AI Vision applications. Not for Azure AI services (use azure-ai-services), Azure AI Custom Vision (use azure-custom-vision), Azure AI Video Indexer (use azure-video-indexer), Azure AI Document Intelligence (use azure-document-intelligence).

From azure
Install
1
Run in your terminal
$
npx claudepluginhub atc-net/atc-agentic-toolkit --plugin azure
Tool Access

This skill uses the workspace's default tool permissions.

Skill Content

Azure AI Vision Skill

This skill provides expert guidance for Azure AI Vision. Covers decision making, limits & quotas, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: This file may be large. Use the Category Index below to locate relevant sections, then use read_file with specific line ranges (e.g., L136-L144) to read the sections needed for the user's question This skill requires network access to fetch documentation content. Use mcp_microsoftdocs:microsoft_docs_fetch to retrieve full articles.

  • Fallback: Use the built-in WebFetch tool if the Microsoft Learn MCP server is not available.

Category Index

CategoryLinesDescription
Decision MakingL33-L39Guides for planning and executing migrations and upgrades between Azure Vision Image Analysis and Read OCR versions/containers, including breaking changes and app update steps.
Limits & QuotasL40-L51Limits, thresholds, and taxonomies for Image Analysis: category lists, adult content scores, object/people detection constraints, smart-crop behavior, and OCR language support.
ConfigurationL52-L57Configuring Vision Read OCR containers and setting up Azure Blob Storage access for image retrieval, including environment settings, networking, and storage connection details.
Integrations & Coding PatternsL58-L68How to call and configure Azure Vision/Read APIs and SDKs for OCR, embeddings, thumbnails, background removal, domain models, and live video frame analysis.
DeploymentL69-L72Installing, configuring, and running the Azure AI Vision Read OCR container locally or on-premises, including prerequisites, deployment steps, and runtime settings.

Decision Making

TopicURL
Plan migration from Azure Vision Image Analysishttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/migration-options
Migrate to Azure Vision Read OCR container v3.xhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/read-container-migration-guide
Upgrade applications from Read v2.x to v3.0https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/upgrade-api-versions

Limits & Quotas

TopicURL
Reference taxonomy categories for Azure Visionhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/category-taxonomy
Understand Image Analysis 3.2 categorization taxonomy limitshttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-categorizing-images
Interpret adult content detection scores and thresholdshttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-detecting-adult-content
Use smart-cropped thumbnails with Image Analysis 4.0https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-generate-thumbnails-40
Use object detection and understand feature limitshttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-object-detection
Understand Image Analysis 4.0 object detection limitshttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-object-detection-40
Use people detection and understand its limitshttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-people-detection
Check supported languages for Azure Vision OCRhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/language-support

Configuration

TopicURL
Configure Azure Vision Read OCR containershttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/computer-vision-resource-container-config
Configure Azure Blob Storage for Vision image retrievalhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/blob-storage-search

Integrations & Coding Patterns

TopicURL
Call domain-specific models with Azure Visionhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-detecting-domain-content
Analyze live video frames with Azure Vision APIhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/analyze-video
Call and configure Image Analysis 3.2 APIhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/call-analyze-image
Call and configure Image Analysis 4.0 APIhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/call-analyze-image-40
Call and configure Azure Vision Read v3.2 APIhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/call-read-api
Use multimodal embeddings for image retrievalhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/image-retrieval
Use OCR client libraries for text extractionhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/quickstarts-sdk/client-library

Deployment

TopicURL
Install and run Azure Vision Read OCR containerhttps://learn.microsoft.com/en-us/azure/ai-services/computer-vision/computer-vision-how-to-install-containers
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Last CommitMar 19, 2026