How do I install the Azure Cognitive Search skill?

Run npx skillmds@latest add luokai0/azure-cognitive-search in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the Azure Cognitive Search skill do?

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 designing indexes/skillsets, vector/semantic search, RAG queries, indexers, or secure multi-tenant setups, 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 Data Factory (use azure-data-factory). It is listed under DevOps & Infra on SkillMD.

Is Azure Cognitive Search safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: makes network calls. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Azure Cognitive Search?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Azure Cognitive Search free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Azure Cognitive Search?

luokai0 (@luokai0) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Azure Cognitive Search by luokai0 — Agent Skill

Name: Azure Cognitive Search
Rating: 4.2 (5 reviews)
Author: luokai0

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 and skillset issues, including debug sessions, OData filter errors, private link problems, 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-L82	Planning Azure AI Search capacity, SKUs, and costs, and upgrading/migrating REST APIs, skills, SDKs, and service tiers for agentic retrieval and .NET apps
Architecture & Design Patterns	L83-L89	Architectural guidance for Azure AI Search: RAG patterns, knowledge store design, multitenancy and tenant isolation, and multi-region/high-availability deployment designs.
Limits & Quotas	L90-L99	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	L100-L138	Securing Azure AI Search: RBAC/keyless auth, keys, CMK encryption, private endpoints, firewalls, indexer identity/network access, ACL/Purview-based document security, and Azure Policy compliance.
Configuration	L139-L230	Configuring Azure AI Search: data sources, indexes, analyzers, skillsets, enrichment, vector/semantic settings, knowledge bases, monitoring, and relevance/answer tuning.
Integrations & Coding Patterns	L231-L289	Integrating Azure AI Search with data sources, SDKs, vectorizers, and custom skills; building knowledge stores; and crafting queries/filters (OData, Lucene, semantic, vector, agentic).
Deployment	L290-L297	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
Resolve common 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
Tutorial: Practice debugging Azure AI Search skillsets	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
Plan and execute Azure AI Search REST API version upgrades	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
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 indexer connections in Azure AI Search	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 Microsoft Purview sensitivity labels at Azure AI Search query time	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 for Azure AI Search enrichment	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
Index CSV blobs using delimitedText parsing mode	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
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 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
Combine scoring profiles with semantic ranking results	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
Configure prefilter and postfilter modes for vector queries	https://learn.microsoft.com/en-us/azure/search/vector-search-filters
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 quantization to compress vectors in Azure AI Search	https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization
Configure vector storage options to remove extra copies	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
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 using custom skills	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 OneLake files indexer for Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files
Configure SharePoint Online indexer for Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online
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
Index semi-structured JSON blobs with Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-semi-structured-data
Index big data from Spark using SynapseML and Azure AI Search	https://learn.microsoft.com/en-us/azure/search/search-synapseml-cognitive-services
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
Understand .NET search integration code for web apps	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
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

Azure Cognitive Search

File contents

Azure AI Search Skill

How to Use This Skill

Category Index

Troubleshooting

Best Practices

Decision Making

Architecture & Design Patterns

Limits & Quotas

Security

Configuration

Integrations & Coding Patterns

Deployment

Frequently asked questions

Azure Cognitive Search

File contents

Azure AI Search Skill

How to Use This Skill

Category Index

Troubleshooting

Best Practices

Decision Making

Architecture & Design Patterns

Limits & Quotas

Security

Configuration

Integrations & Coding Patterns

Deployment

Related skills

Frequently asked questions

How do I install the Azure Cognitive Search skill?

What does the Azure Cognitive Search skill do?

Is Azure Cognitive Search safe to use?

Which AI agents work with Azure Cognitive Search?

Is Azure Cognitive Search free to use?

Who published Azure Cognitive Search?