jpskill.com
💼 ビジネス コミュニティ

azure-cognitive-search

Azure AI Searchの開発において、トラブルシューティング、ベストプラクティス、アーキテクチャ設計、セキュリティ、設定、統合、デプロイに関する専門知識を提供するSkillです。

📜 元の英語説明(参考)

Expert knowledge for Azure AI Search development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building indexes, indexers, skillsets, semantic/vector search, or RAG/knowledge-store workloads, and other Azure AI Search related development tasks. Not for Azure Cosmos DB (use azure-cosmos-db), Azure Data Explorer (use azure-data-explorer), Azure Synapse Analytics (use azure-synapse-analytics), Azure Open Datasets (use azure-open-datasets).

🇯🇵 日本人クリエイター向け解説

一言でいうと

Azure AI Searchの開発において、トラブルシューティング、ベストプラクティス、アーキテクチャ設計、セキュリティ、設定、統合、デプロイに関する専門知識を提供するSkillです。

※ jpskill.com 編集部が日本のビジネス現場向けに補足した解説です。Skill本体の挙動とは独立した参考情報です。

⚡ おすすめ: コマンド1行でインストール(60秒)

下記のコマンドをコピーしてターミナル(Mac/Linux)または PowerShell(Windows)に貼り付けてください。 ダウンロード → 解凍 → 配置まで全自動。

🍎 Mac / 🐧 Linux
mkdir -p ~/.claude/skills && cd ~/.claude/skills && curl -L -o azure-cognitive-search.zip https://jpskill.com/download/5653.zip && unzip -o azure-cognitive-search.zip && rm azure-cognitive-search.zip
🪟 Windows (PowerShell)
$d = "$env:USERPROFILE\.claude\skills"; ni -Force -ItemType Directory $d | Out-Null; iwr https://jpskill.com/download/5653.zip -OutFile "$d\azure-cognitive-search.zip"; Expand-Archive "$d\azure-cognitive-search.zip" -DestinationPath $d -Force; ri "$d\azure-cognitive-search.zip"

完了後、Claude Code を再起動 → 普通に「動画プロンプト作って」のように話しかけるだけで自動発動します。

💾 手動でダウンロードしたい(コマンドが難しい人向け)
  1. 1. 下の青いボタンを押して azure-cognitive-search.zip をダウンロード
  2. 2. ZIPファイルをダブルクリックで解凍 → azure-cognitive-search フォルダができる
  3. 3. そのフォルダを C:\Users\あなたの名前\.claude\skills\(Win)または ~/.claude/skills/(Mac)へ移動
  4. 4. Claude Code を再起動

⚠️ ダウンロード・利用は自己責任でお願いします。当サイトは内容・動作・安全性について責任を負いません。

🎯 このSkillでできること

下記の説明文を読むと、このSkillがあなたに何をしてくれるかが分かります。Claudeにこの分野の依頼をすると、自動で発動します。

📦 インストール方法 (3ステップ)

  1. 1. 上の「ダウンロード」ボタンを押して .skill ファイルを取得
  2. 2. ファイル名の拡張子を .skill から .zip に変えて展開(macは自動展開可)
  3. 3. 展開してできたフォルダを、ホームフォルダの .claude/skills/ に置く
    • · macOS / Linux: ~/.claude/skills/
    • · Windows: %USERPROFILE%\.claude\skills\

Claude Code を再起動すれば完了。「このSkillを使って…」と話しかけなくても、関連する依頼で自動的に呼び出されます。

詳しい使い方ガイドを見る →
最終更新
2026-05-17
取得日時
2026-05-17
同梱ファイル
1

📖 Skill本文(日本語訳)

※ 原文(英語/中国語)を Gemini で日本語化したものです。Claude 自身は原文を読みます。誤訳がある場合は原文をご確認ください。

Azure AI Search スキル

このスキルは、Azure AI Search に関する専門的なガイダンスを提供します。トラブルシューティング、ベストプラクティス、意思決定、アーキテクチャと設計パターン、制限とクォータ、セキュリティ、構成、統合とコーディングパターン、デプロイについて説明します。ローカルのクイックリファレンスコンテンツとリモートドキュメント取得機能を組み合わせています。

このスキルの使用方法

エージェントにとって重要: 関連するセクションを見つけるには、以下のカテゴリインデックスを使用してください。行範囲が指定されているカテゴリ(例: L35-L120)の場合は、指定された行で read_file を使用してください。ファイルリンクが指定されているカテゴリ(例: [security.md](security.md))の場合は、リンクされた参照ファイルで read_file を使用してください。

エージェントにとって重要: metadata.generated_at が3か月以上前の場合、ユーザーにリポジトリから最新バージョンをプルするように提案してください。mcp_microsoftdocs ツールが利用できない場合、ユーザーにインストールするように提案してください: インストールガイド

このスキルは、ドキュメントコンテンツを取得するためにネットワークアクセスを必要とします。

  • 推奨: クエリ文字列 from=learn-agent-skill を指定して mcp_microsoftdocs:microsoft_docs_fetch を使用します。Markdown を返します。
  • フォールバック: クエリ文字列 from=learn-agent-skill&accept=text/markdown を指定して fetch_webpage を使用します。Markdown を返します。

カテゴリインデックス

カテゴリ 説明
トラブルシューティング L37-L48 エラー、警告、OData フィルター、ポータルデバッグセッション、プライベートリンク、ストレージ/メトリックの不一致など、Azure AI Search インデクサー/スキルセットの問題の診断と修正。
ベストプラクティス L49-L69 エンリッチメントパイプライン、チャンキング/ベクトル化、データモデリング、同時実行セーフな更新、ベクトル最適化など、Azure AI Search のインデックス作成/クエリの設計、スケーリング、パフォーマンスチューニング。
意思決定 L70-L83 SKU、階層、リージョン、SDK の選択、容量の見積もりとアップグレード、コスト管理、Azure AI Search API バージョン間のコードとスキルの移行に関するガイダンス。
アーキテクチャと設計パターン L84-L90 Azure AI Search のアーキテクチャガイダンス: RAG パターン、ナレッジストア設計、マルチテナンシーとテナント分離、マルチリージョン/高可用性デプロイ設計。
制限とクォータ L91-L100 Azure AI Search の制限、クォータ、動作: 階層ごとのサービスとインデックスの制限、ベクトル/インデックスサイズ制限、インデクサーのスケジュールウィンドウ、エンリッチメントクォータ、および関連する FAQ。
セキュリティ L101-L139 Azure AI Search のセキュリティ保護: RBAC、キー、暗号化、プライベートネットワーク、ファイアウォール、インデクサー認証(マネージドID、ACL、Purview ラベル)、およびポリシー/コンプライアンス構成。
構成 L140-L233 Azure AI Search の構成: データソース、インデクサー、スキルセット、アナライザー、ベクトル/セマンティック設定、エンリッチメント、監視、およびエージェントによる取得と回答合成のためのナレッジベース。
統合とコーディングパターン L234-L291 Azure AI Search とデータソース、ベクトライザー、ツールの統合。クエリ/フィルターパターン、セマンティック/ベクトル検索、カスタムスキル、およびアプリケーションとエージェント用のナレッジストアの構築。
デプロイ L292-L299 ARM/Bicep/Terraform を使用した Azure AI Search サービスのデプロイと移動、およびクロスリージョン移動とリージョン機能および SKU の可用性確認に関するガイダンス。

トラブルシューティング

トピック URL
Azure AI Search インデクサーのエラーと警告のトラブルシューティング https://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings
スキルセットのトラブルシューティングのためのデバッグセッションの理解 https://learn.microsoft.com/en-us/azure/search/cognitive-search-debug-session
Azure AI Search スキルセットのデバッグとトラブルシューティング https://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset
ポータルセッションを使用した Azure AI Search スキルセットのデバッグ https://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions
エラーなしの Azure AI Search インデクサーの問題のトラブルシューティング https://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting
Azure AI Search での OData コレクションフィルターエラーのトラブルシューティング https://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters
Azure AI Search での共有プライベートリンクリソースの問題のトラブルシューティング https://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources
Azure AI Search のストレージとメトリックの不一致のトラブルシューティング https://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics

ベストプラクティス

トピック URL
AI エンリッチメントパイプラインの設計のヒントとトラブルシューティング https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-troubleshooting
Azure AI Search でカスタムスキルをスケーリングおよび管理する https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-scale
Azure AI Search インデックス作成のための SQL リレーショナルデータのモデル化 https://learn.microsoft.com/en-us/azure/search/index-sql-relational-data
GenAI Prompt スキルの責任ある AI ベストプラクティスの適用 https://learn.microsoft.com/en-us/azure/search/responsible-ai-best-practices-genai-prompt-skill
Azure AI Search インデクサーで変更および削除された BLOB を処理する https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-changed-deleted
解析モードで Azure Blob プレーンテキストインデックス作成を最適化する https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-plaintext
Azure AI Search で大規模なインデックス作成を最適化する https://learn.microsoft.com/en-us/azure/search/search-how-to-large-index
ドキュメントレイアウトでコンテンツをチャンクおよびベクトル化する https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking
Azure AI Search で複雑なネストされたデータをモデル化する https://learn.microsoft.com/en-us/azure/search/search-howto-complex-data-types
Azure AI Search リソースに楽観的同時実行を適用する https://learn.microsoft.com/en-us/azure/search/search-
📜 原文 SKILL.md(Claudeが読む英語/中国語)を展開

Azure AI Search Skill

This skill provides expert guidance for Azure AI Search. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, 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: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

  • Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
  • Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

Category Lines Description
Troubleshooting L37-L48 Diagnosing and fixing Azure AI Search indexer/skillset issues, including errors, warnings, OData filters, portal debug sessions, private link, and storage/metrics discrepancies
Best Practices L49-L69 Design, scaling, and performance tuning of Azure AI Search indexing/querying, including enrichment pipelines, chunking/vectorization, data modeling, concurrency-safe updates, and vector optimization.
Decision Making L70-L83 Guidance on choosing SKUs, tiers, regions, and SDKs, estimating and upgrading capacity, managing costs, and migrating code and skills across Azure AI Search API versions.
Architecture & Design Patterns L84-L90 Architectural guidance for Azure AI Search: RAG patterns, knowledge store design, multitenancy and tenant isolation, and multi-region/high-availability deployment designs.
Limits & Quotas L91-L100 Limits, quotas, and behaviors for Azure AI Search: service and index caps by tier, vector/index size limits, indexer scheduling windows, enrichment quotas, and related FAQs.
Security L101-L139 Securing Azure AI Search: RBAC, keys, encryption, private networking, firewalls, indexer auth (managed identity, ACLs, Purview labels), and policy/compliance configuration.
Configuration L140-L233 Configuring Azure AI Search: data sources, indexers, skillsets, analyzers, vector/semantic settings, enrichment, monitoring, and knowledge bases for agentic retrieval and answer synthesis.
Integrations & Coding Patterns L234-L291 Integrating Azure AI Search with data sources, vectorizers, and tools; building query/filter patterns, semantic/vector search, custom skills, and knowledge stores for apps and agents.
Deployment L292-L299 Deploying and moving Azure AI Search services with ARM/Bicep/Terraform, plus guidance on cross-region moves and checking regional feature and SKU availability.

Troubleshooting

Topic URL
Troubleshoot Azure AI Search indexer errors and warnings https://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings
Understand Debug Sessions for skillset troubleshooting https://learn.microsoft.com/en-us/azure/search/cognitive-search-debug-session
Debug and troubleshoot Azure AI Search skillsets https://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset
Debug Azure AI Search skillsets using portal sessions https://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions
Troubleshoot Azure AI Search indexer issues without errors https://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting
Troubleshoot OData collection filter errors in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters
Troubleshoot shared private link resource issues in Azure AI Search https://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources
Troubleshoot Azure AI Search storage and metric discrepancies https://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics

Best Practices

Topic URL
Design tips and troubleshooting for AI enrichment pipelines https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-troubleshooting
Scale and manage custom skills in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-scale
Model SQL relational data for Azure AI Search indexing https://learn.microsoft.com/en-us/azure/search/index-sql-relational-data
Apply responsible AI best practices for GenAI Prompt skill https://learn.microsoft.com/en-us/azure/search/responsible-ai-best-practices-genai-prompt-skill
Handle changed and deleted blobs in Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-changed-deleted
Optimize Azure Blob plaintext indexing with parsing modes https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-plaintext
Optimize large-scale indexing in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-large-index
Chunk and vectorize content by document layout https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking
Model complex and nested data in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-howto-complex-data-types
Apply optimistic concurrency for Azure AI Search resources https://learn.microsoft.com/en-us/azure/search/search-howto-concurrency
Update or rebuild Azure AI Search indexes safely https://learn.microsoft.com/en-us/azure/search/search-howto-reindex
Analyze Azure AI Search query and indexing performance https://learn.microsoft.com/en-us/azure/search/search-performance-analysis
Optimize Azure AI Search query and indexing performance https://learn.microsoft.com/en-us/azure/search/search-performance-tips
Efficient C# indexing with Azure AI Search Push API https://learn.microsoft.com/en-us/azure/search/tutorial-optimize-indexing-push-api
Chunk large documents for Azure AI Search vector RAG https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-chunk-documents
Choose vector optimization and compression in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-compression-storage
Truncate embedding dimensions with MRL in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-truncate-dimensions

Decision Making

Topic URL
Migrate Azure AI Search agentic retrieval code between REST API versions https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-migrate
Migrate from deprecated Azure AI Search skills https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-deprecated
Decide and migrate between Azure AI Search REST API versions https://learn.microsoft.com/en-us/azure/search/search-api-migration
Estimate Azure AI Search capacity for indexing and queries https://learn.microsoft.com/en-us/azure/search/search-capacity-planning
Choose and use Azure AI Search management SDKs https://learn.microsoft.com/en-us/azure/search/search-dotnet-mgmt-sdk-migration
Upgrade Azure AI Search .NET apps to SDK v11 https://learn.microsoft.com/en-us/azure/search/search-dotnet-sdk-migration-version-11
Upgrade Azure AI Search service capacity in portal https://learn.microsoft.com/en-us/azure/search/search-how-to-upgrade
Choose alternative regions for Azure AI Search capacity https://learn.microsoft.com/en-us/azure/search/search-region-capacity
Plan and manage Azure AI Search costs https://learn.microsoft.com/en-us/azure/search/search-sku-manage-costs
Choose the right Azure AI Search SKU and tier https://learn.microsoft.com/en-us/azure/search/search-sku-tier

Architecture & Design Patterns

Topic URL
Apply RAG patterns with Azure AI Search and generative AI https://learn.microsoft.com/en-us/azure/search/retrieval-augmented-generation-overview
Implement multitenancy and content isolation in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-modeling-multitenant-saas-applications
Design multi-region architectures for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-multi-region

Limits & Quotas

Topic URL
Attach Foundry resource and understand AI enrichment quotas https://learn.microsoft.com/en-us/azure/search/cognitive-search-attach-cognitive-services
Review Azure AI Search limits and behaviors from FAQ https://learn.microsoft.com/en-us/azure/search/search-faq-frequently-asked-questions
Schedule Azure AI Search indexers and understand run windows https://learn.microsoft.com/en-us/azure/search/search-howto-schedule-indexers
Azure AI Search service limits and quotas by tier https://learn.microsoft.com/en-us/azure/search/search-limits-quotas-capacity
Understand index count limits for Azure AI Search tiers in .NET tutorial https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-create-load-index
Understand Azure AI Search vector index size limits https://learn.microsoft.com/en-us/azure/search/vector-search-index-size

Security

Topic URL
Use built-in Azure Policy definitions for Azure AI Search https://learn.microsoft.com/en-us/azure/search/policy-reference
Ingest Azure RBAC scopes from Blob Storage into Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-blob-indexer-role-based-access
Configure keyless RBAC access to Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-get-started-rbac
Secure indexer connections to Azure SQL Managed Instance https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance
Connect Azure SQL Managed Instance with managed identity https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance-with-managed-identity
Secure Azure AI Search indexer connections to SQL Server VMs https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-server
Configure managed identities for Azure AI Search outbound connections https://learn.microsoft.com/en-us/azure/search/search-how-to-managed-identities
Secure Azure Functions indexer calls with Easy Auth https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-azure-functions
Configure Cosmos DB indexer connections with managed identity https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-cosmos-db
Configure Azure SQL indexer connections with managed identity https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-sql
Connect Azure AI Search indexers to Azure Storage using managed identities https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-storage
Index documents with ACL and RBAC via Azure AI Search push API https://learn.microsoft.com/en-us/azure/search/search-index-access-control-lists-and-rbac-push-api
Configure ADLS Gen2 indexer to ingest ACL and RBAC metadata https://learn.microsoft.com/en-us/azure/search/search-indexer-access-control-lists-and-role-based-access
Connect Azure AI Search indexers to SQL Managed Instance privately https://learn.microsoft.com/en-us/azure/search/search-indexer-how-to-access-private-sql
Configure Azure AI Search indexer access through IP firewalls https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-ip-restricted
Configure shared private link access for Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-private
Configure trusted service exception for Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-trusted-service-exception
Secure indexer access to network-protected resources in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-indexer-securing-resources
Configure indexers to ingest Microsoft Purview sensitivity labels https://learn.microsoft.com/en-us/azure/search/search-indexer-sensitivity-labels
Configure security, access, and performance for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-manage
Enforce ACL and RBAC at query time in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-access-control-rbac-enforcement
Enforce Purview sensitivity labels in Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/search-query-sensitivity-labels
Manage Azure AI Search admin and query API keys https://learn.microsoft.com/en-us/azure/search/search-security-api-keys
Apply security best practices to Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-security-best-practices
Enable RBAC for Azure AI Search data plane operations https://learn.microsoft.com/en-us/azure/search/search-security-enable-roles
Retrieve encryption key details for Azure AI Search resources https://learn.microsoft.com/en-us/azure/search/search-security-get-encryption-keys
Configure customer-managed encryption keys for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-security-manage-encryption-keys
Set up cross-tenant CMK encryption for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-security-managed-encryption-cross-tenant
Add Azure AI Search to a network security perimeter https://learn.microsoft.com/en-us/azure/search/search-security-network-security-perimeter
Assign Azure RBAC roles for Azure AI Search access https://learn.microsoft.com/en-us/azure/search/search-security-rbac
Configure client applications for keyless RBAC access to Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-security-rbac-client-code
Implement document-level security filters in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search
Use Azure Policy compliance controls for Azure AI Search https://learn.microsoft.com/en-us/azure/search/security-controls-policy
Configure IP firewall and trusted service access for Azure AI Search https://learn.microsoft.com/en-us/azure/search/service-configure-firewall
Create private endpoints for secure Azure AI Search access https://learn.microsoft.com/en-us/azure/search/service-create-private-endpoint

Configuration

Topic URL
Configure blob knowledge sources for agentic retrieval https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-blob
Set up indexed OneLake knowledge sources in Azure AI Search https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-onelake
Configure search index knowledge sources for agentic retrieval https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-search-index
Configure indexed SharePoint knowledge sources for Azure AI Search https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-indexed
Configure remote SharePoint knowledge sources via Copilot Retrieval API https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-remote
Create and configure Web Knowledge Sources using Bing grounding https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web
Enable or disable Web Knowledge Source in Azure subscription https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web-manage
Define knowledge source objects for agentic retrieval https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-overview
Enable answer synthesis in Azure AI Search knowledge bases https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-answer-synthesis
Define Azure AI Search index for agentic retrieval https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-index
Define and configure knowledge bases for agentic retrieval https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-knowledge-base
Set retrievalReasoningEffort for agentic retrieval workloads https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-set-retrieval-reasoning-effort
Use annotation syntax to reference enriched nodes in skillsets https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-annotations-syntax
Create skillsets with Azure AI Search REST APIs https://learn.microsoft.com/en-us/azure/search/cognitive-search-defining-skillset
Configure output field mappings for enriched content https://learn.microsoft.com/en-us/azure/search/cognitive-search-output-field-mapping
Configure built-in skills in Azure AI Search enrichment pipelines https://learn.microsoft.com/en-us/azure/search/cognitive-search-predefined-skills
Use skill context and annotation language in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-annotation-language
Configure Azure OpenAI Embedding skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding
Configure Conditional skill in AI Search skillsets https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-conditional
Configure Azure Content Understanding skill for document chunking https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-content-understanding
Configure Custom Entity Lookup skill parameters https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-custom-entity-lookup
Control Document Extraction behavior in skillsets https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-extraction
Configure Document Layout skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-intelligence-layout
Configure Entity Linking v3 skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-linking-v3
Configure Entity Recognition skill v2 in skillsets https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition
Configure Entity Recognition v3 skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3
Configure GenAI Prompt skill for Azure AI Search indexing https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-genai-prompt
Configure Image Analysis skill in Azure AI Search enrichment https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-image-analysis
Configure Key Phrase Extraction skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-keyphrases
Configure Language Detection skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-language-detection
Configure Named Entity Recognition skill v2 https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-named-entity-recognition
Configure OCR skill for Azure AI Search image text extraction https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr
Configure PII Detection skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-pii-detection
Use Sentiment skill v2 and interpret scores https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment
Configure Sentiment v3 skill in Azure AI Search enrichment https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment-v3
Use Shaper skill to restructure enrichment output https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-shaper
Configure Text Translation skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-text-translation
Configure Text Merge skill to consolidate fields https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textmerger
Configure Text Split skill for chunking content https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textsplit
Configure Azure Vision multimodal embeddings skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-vision-vectorize
Design and configure skillsets for AI enrichment https://learn.microsoft.com/en-us/azure/search/cognitive-search-working-with-skillsets
Configure enrichment caching for AI pipelines (preview) https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-configure
Manage enrichment cache stored in Azure Storage https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-manage
Build hybrid queries combining keyword, vector, and semantic search https://learn.microsoft.com/en-us/azure/search/hybrid-search-how-to-query
Define custom analyzers for Azure AI Search indexes https://learn.microsoft.com/en-us/azure/search/index-add-custom-analyzers
Add language analyzers to Azure AI Search fields https://learn.microsoft.com/en-us/azure/search/index-add-language-analyzers
Define and apply scoring profiles in Azure AI Search https://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles
Configure suggesters for autocomplete in Azure AI Search https://learn.microsoft.com/en-us/azure/search/index-add-suggesters
Configure BM25 relevance scoring in Azure AI Search https://learn.microsoft.com/en-us/azure/search/index-ranking-similarity
Set up monitoring for Azure AI Search with Azure Monitor https://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search
Reference monitoring metrics and logs for Azure AI Search https://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search-data-reference
Reference stopword lists for Azure AI Search analyzers https://learn.microsoft.com/en-us/azure/search/reference-stopwords
Configure analyzers for text processing in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-analyzers
Map blob and document metadata into Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-blob-metadata-properties
Configure and use index aliases in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-alias
Configure Azure AI Search indexers for data ingestion https://learn.microsoft.com/en-us/azure/search/search-how-to-create-indexers
Define and create search index schemas in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-create-search-index
Configure index projections for chunked and parent-child data https://learn.microsoft.com/en-us/azure/search/search-how-to-define-index-projections
Delete documents from Azure AI Search indexes via APIs https://learn.microsoft.com/en-us/azure/search/search-how-to-delete-documents
Configure delimitedText parsing for CSV blob indexing https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-csv
Configure JSON blob parsing for Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-json
Configure Markdown parsing for Azure Blob indexers https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-markdown
Configure one-to-many blob indexing with parsing modes https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-one-to-many
Configure Azure AI Search indexer for OneLake files https://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files
Configure Azure AI Search indexer for SharePoint Online https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online
Load and refresh data into Azure AI Search indexes https://learn.microsoft.com/en-us/azure/search/search-how-to-load-search-index
Configure and manage Azure AI Search indexer runs https://learn.microsoft.com/en-us/azure/search/search-howto-run-reset-indexers
Configure field mappings for Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-indexer-field-mappings
Configure SharePoint ACL ingestion with Azure AI Search indexers https://learn.microsoft.com/en-us/azure/search/search-indexer-sharepoint-access-control-lists
Manage Azure AI Search with Azure CLI https://learn.microsoft.com/en-us/azure/search/search-manage-azure-cli
Manage Azure AI Search with PowerShell scripts https://learn.microsoft.com/en-us/azure/search/search-manage-powershell
Configure Azure AI Search using Management REST APIs https://learn.microsoft.com/en-us/azure/search/search-manage-rest
Configure diagnostic logging for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-monitor-enable-logging
Visualize Azure AI Search logs and metrics in Power BI https://learn.microsoft.com/en-us/azure/search/search-monitor-logs-powerbi
Monitor Azure AI Search query performance and volume https://learn.microsoft.com/en-us/azure/search/search-monitor-queries
Configure and use moreLikeThis queries in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-more-like-this
Configure text normalizers for filters, facets, and sort https://learn.microsoft.com/en-us/azure/search/search-normalizers
Configure Azure AI Search indexer for JSON blob data https://learn.microsoft.com/en-us/azure/search/search-semi-structured-data
Configure synonym maps in Azure AI Search indexes https://learn.microsoft.com/en-us/azure/search/search-synonyms
Configure semantic ranking settings on a search index https://learn.microsoft.com/en-us/azure/search/semantic-how-to-configure
Enable or disable semantic ranker in Azure AI Search https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-disable
Configure scoring profiles with semantic ranking in Azure AI Search https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-scoring-profiles
Create and configure custom analyzers in Azure AI Search https://learn.microsoft.com/en-us/azure/search/tutorial-create-custom-analyzer
Assign narrow data types to Azure AI Search vector fields https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-assign-narrow-data-types
Configure vectorizers and vector profiles in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-vectorizer
Configure vector indexes and fields in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-create-index
Index binary vectors for Azure AI Search vector queries https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-index-binary-data
Configure vector quantization in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization
Configure vector storage options in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-storage-options
Configure integrated vectorization in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization

Integrations & Coding Patterns

Topic URL
Query Azure AI Search knowledge bases via REST, SDKs, and MCP https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-retrieve
Use Chat Completion skill for image captioning in Azure AI Search https://learn.microsoft.com/en-us/azure/search/chat-completion-skill-example-usage
Configure AML custom skill in Azure AI Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-aml-skill
Implement Azure AI Search custom skill with Bing Entity Search https://learn.microsoft.com/en-us/azure/search/cognitive-search-create-custom-skill-example
Implement custom skill interface for Azure AI Search enrichment https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface
Implement Custom Web API skill for enrichment https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api
Connect Azure AI Search knowledge stores to Power BI https://learn.microsoft.com/en-us/azure/search/knowledge-store-connect-power-bi
Create Azure AI Search knowledge stores via REST APIs https://learn.microsoft.com/en-us/azure/search/knowledge-store-create-rest
Implement complex projection shapes for knowledge stores https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-example-long
Define knowledge store projections in Azure AI Search https://learn.microsoft.com/en-us/azure/search/knowledge-store-projections-examples
Use Lucene query syntax with Azure AI Search https://learn.microsoft.com/en-us/azure/search/query-lucene-syntax
Construct OData expressions for Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/query-odata-filter-orderby-syntax
Use simple query syntax in Azure AI Search https://learn.microsoft.com/en-us/azure/search/query-simple-syntax
Integrate Azure Blob Storage content with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-blob-storage-integration
Index Azure Files shares with Azure AI Search (preview) https://learn.microsoft.com/en-us/azure/search/search-file-storage-integration
Author filter expressions for Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/search-filters
Implement agentic retrieval with Azure AI Search and Azure OpenAI https://learn.microsoft.com/en-us/azure/search/search-get-started-agentic-retrieval
Use Python SDK and REST APIs for vector search https://learn.microsoft.com/en-us/azure/search/search-get-started-vector
Use Azure.Search.Documents .NET SDK for search operations https://learn.microsoft.com/en-us/azure/search/search-how-to-dotnet-sdk
Index client-side encrypted blobs with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-encrypted
Set up Azure Blob indexer for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-storage
Configure Azure Data Lake Gen2 indexer for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-data-lake-storage
Index Azure Table Storage data with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-tables
Index Azure Cosmos DB Gremlin data with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-gremlin
Index Azure Cosmos DB for MongoDB with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-mongodb
Index Azure Cosmos DB NoSQL data with Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-sql
Use Azure Logic Apps workflows for automated indexing https://learn.microsoft.com/en-us/azure/search/search-how-to-index-logic-apps
Index Azure Database for MySQL with Azure AI Search (preview) https://learn.microsoft.com/en-us/azure/search/search-how-to-index-mysql
Configure Azure SQL indexer for Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-database
Use integrated vectorization with Azure AI Search REST APIs https://learn.microsoft.com/en-us/azure/search/search-how-to-integrated-vectorization
Index Markdown blobs with Azure AI Search REST APIs https://learn.microsoft.com/en-us/azure/search/search-markdown-data-tutorial
Use OData collection operators any/all in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-odata-collection-operators
Use OData comparison operators in Azure AI Search filters https://learn.microsoft.com/en-us/azure/search/search-query-odata-comparison-operators
Use OData $filter in Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/search-query-odata-filter
Use OData full-text search functions in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-odata-full-text-search-functions
Use OData geo-spatial functions in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-odata-geo-spatial-functions
Use OData logical operators in Azure AI Search filters https://learn.microsoft.com/en-us/azure/search/search-query-odata-logical-operators
Use OData $orderby in Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/search-query-odata-orderby
Use the OData search.in function in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-in-function
Use the OData search.score function in Azure AI Search https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-score-function
Use OData $select in Azure AI Search query results https://learn.microsoft.com/en-us/azure/search/search-query-odata-select
OData expression grammar for Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/search-query-odata-syntax-reference
Migrate semantic ranking API usage to newer versions https://learn.microsoft.com/en-us/azure/search/semantic-code-migration
Invoke semantic ranking in Azure AI Search queries https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-request
Use semantic query rewriting in Azure AI Search https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-rewrite
Use .NET SDK query patterns for Azure AI Search integration https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-search-query-integration
Index multiple Azure data sources into one search index https://learn.microsoft.com/en-us/azure/search/tutorial-multiple-data-sources
Apply filters and modes to Azure AI vector queries https://learn.microsoft.com/en-us/azure/search/vector-search-filters
Create and send vector queries in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-query
Vectorize content with Microsoft Foundry models in Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization-ai-studio
Integrate Azure Vision vectorizer for multimodal search https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-ai-services-vision
Configure Foundry model catalog vectorizer https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-machine-learning-ai-studio-catalog
Use Azure OpenAI vectorizer with AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-open-ai
Configure Custom Web API vectorizer for Azure AI Search https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-custom-web-api

Deployment

Topic URL
Deploy Azure AI Search service using ARM templates https://learn.microsoft.com/en-us/azure/search/search-get-started-arm
Deploy Azure AI Search service using Bicep https://learn.microsoft.com/en-us/azure/search/search-get-started-bicep
Provision Azure AI Search with Terraform https://learn.microsoft.com/en-us/azure/search/search-get-started-terraform
Manually move Azure AI Search services across regions https://learn.microsoft.com/en-us/azure/search/search-howto-move-across-regions
Check Azure AI Search regional feature availability https://learn.microsoft.com/en-us/azure/search/search-region-support