1---
2name: azure-cognitive-search
3description: 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, indexers, vector/semantic search, or secure data source access, and other Azure AI Search related development tasks. Not for Azure Cosmos DB (use azure-cosmos-db), Azure SQL Database (use azure-sql-database), Azure Table Storage (use azure-table-storage), Azure Open Datasets (use azure-open-datasets).
4compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation.
5metadata:
6 generated_at: "2026-09-06"
7 generator: "docs2skills/1.0.0"
8---
9
10# Azure AI Search Skill
11
12This 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.
13
14## How to Use This Skill
15
16> **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
17
18> **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](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)
19
20This skill requires **network access** to fetch documentation content:
21- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.
22- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.
23
24## Category Index
25
26| Category | Lines | Description |
27|----------|-------|-------------|
28| Troubleshooting | L37-L48 | Diagnosing and fixing Azure AI Search indexer, skillset, filter, storage, metric, private link, and SharePoint permission issues, including portal-based debugging steps. |
29| Best Practices | L49-L66 | Designing, scaling, and troubleshooting enrichment and indexing pipelines, handling data changes, optimizing performance, vectors, costs, and applying safe, responsible AI and concurrency practices. |
30| Decision Making | L67-L82 | Guidance on choosing Azure AI Search tiers, pricing and regions, estimating capacity, handling limits, and migrating APIs/SDKs, skills, and agentic retrieval to newer versions. |
31| Architecture & Design Patterns | L83-L88 | Architectural patterns for Azure AI Search: combining vector and keyword search, designing multitenant or isolated indexes, and building resilient multi-region search deployments. |
32| Limits & Quotas | L89-L98 | Limits, quotas, and scheduling for indexers and enrichment, including billing/free tiers, runtime and concurrency caps, service capacity planning, and vector index size/scale constraints. |
33| Security | L99-L139 | Securing Azure AI Search: RBAC/Entra auth, keys, encryption, firewalls, private endpoints, and indexer access/ACLs for Storage, SQL, SharePoint, Cosmos DB, and Purview. |
34| Configuration | L140-L231 | Configuring Azure AI Search: data sources, index schemas, enrichment skillsets, analyzers, vectorization, semantic ranking, retrieval behavior, logging, and query options. |
35| Integrations & Coding Patterns | L232-L309 | Integrating Azure AI Search with apps and data sources, configuring indexers, skills, vectorization, semantic ranking, and query patterns (REST/SDK/MCP, OData/Lucene, hybrid/vector search). |
36| Deployment | L310-L317 | Deploying and moving Azure AI Search: ARM/Bicep/Terraform provisioning, cross-region migration, and deploying C# search apps to Azure Container Apps. |
37
38### Troubleshooting
39| Topic | URL |
40|-------|-----|
41| Troubleshoot Azure AI Search indexer errors and warnings | https://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings |
42| Debug and troubleshoot Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset |
43| Debug Azure AI Search skillsets using portal sessions | https://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions |
44| Diagnose and fix Azure AI Search indexer issues | https://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting |
45| Diagnose and fix Azure AI Search collection filter errors | https://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters |
46| Troubleshoot shared private link resource issues in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources |
47| Troubleshoot SharePoint permission-filtered queries in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/troubleshoot-sharepoint-query-permission-filtering |
48| Diagnose Azure AI Search storage and metric discrepancies | https://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics |
49
50### Best Practices
51| Topic | URL |
52|-------|-----|
53| Design and troubleshoot AI enrichment pipelines in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-troubleshooting |
54| Scale and manage custom skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-scale |
55| Apply responsible AI best practices for GenAI Prompt skill | https://learn.microsoft.com/en-us/azure/search/responsible-ai-best-practices-genai-prompt-skill |
56| Handle changed and deleted blobs in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-changed-deleted |
57| Optimize large-scale indexing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-large-index |
58| Apply optimistic concurrency for Azure AI Search resources | https://learn.microsoft.com/en-us/azure/search/search-howto-concurrency |
59| Update or rebuild Azure AI Search indexes safely | https://learn.microsoft.com/en-us/azure/search/search-howto-reindex |
60| Analyze Azure AI Search query and indexing performance | https://learn.microsoft.com/en-us/azure/search/search-performance-analysis |
61| Optimize Azure AI Search query and indexing performance | https://learn.microsoft.com/en-us/azure/search/search-performance-tips |
62| Optimize Azure AI Search Serverless costs | https://learn.microsoft.com/en-us/azure/search/serverless-cost-optimization |
63| Use narrow vector data types to reduce Azure AI Search storage | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-assign-narrow-data-types |
64| Chunk large documents for Azure AI Search vector retrieval | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-chunk-documents |
65| Choose vector optimization and compression in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-compression-storage |
66| Truncate text-embedding-3 dimensions using MRL in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-truncate-dimensions |
67
68### Decision Making
69| Topic | URL |
70|-------|-----|
71| Migrate Azure AI Search agentic retrieval to latest API | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-migrate |
72| Migrate from deprecated Azure AI Search skills | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-deprecated |
73| Decide and migrate between Azure AI Search REST API versions | https://learn.microsoft.com/en-us/azure/search/search-api-migration |
74| Estimate Azure AI Search capacity for indexing and queries | https://learn.microsoft.com/en-us/azure/search/search-capacity-planning |
75| Create Azure AI Search services with appropriate region and tier | https://learn.microsoft.com/en-us/azure/search/search-create-service-portal |
76| Choose appropriate data source connectors for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-data-sources-gallery |
77| Upgrade Azure AI Search .NET management SDKs | https://learn.microsoft.com/en-us/azure/search/search-dotnet-mgmt-sdk-migration |
78| Migrate Azure AI Search .NET apps to SDK v11 | https://learn.microsoft.com/en-us/azure/search/search-dotnet-sdk-migration-version-11 |
79| Upgrade Azure AI Search to higher capacity | https://learn.microsoft.com/en-us/azure/search/search-how-to-upgrade |
80| Handle Azure AI Search regional capacity constraints | https://learn.microsoft.com/en-us/azure/search/search-region-capacity |
81| Plan and manage Azure AI Search costs | https://learn.microsoft.com/en-us/azure/search/search-sku-manage-costs |
82| Choose Azure AI Search pricing model and tier | https://learn.microsoft.com/en-us/azure/search/search-sku-tier |
83
84### Architecture & Design Patterns
85| Topic | URL |
86|-------|-----|
87| Design multitenant and isolated content in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-modeling-multitenant-saas-applications |
88| Design multi-region architectures for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-multi-region |
89
90### Limits & Quotas
91| Topic | URL |
92|-------|-----|
93| Billing limits and free quotas for Azure AI Search enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-attach-cognitive-services |
94| Manage indexer execution, duration, and concurrency | https://learn.microsoft.com/en-us/azure/search/search-howto-run-reset-indexers |
95| Configure Azure AI Search indexer schedules and limits | https://learn.microsoft.com/en-us/azure/search/search-howto-schedule-indexers |
96| Understand indexer runtime quotas on Serverless and S3 HD | https://learn.microsoft.com/en-us/azure/search/search-indexer-high-density-serverless-overview |
97| Plan service capacity with Azure AI Search limits | https://learn.microsoft.com/en-us/azure/search/search-limits-quotas-capacity |
98| Understand Azure AI Search vector index limits | https://learn.microsoft.com/en-us/azure/search/vector-search-index-size |
99
100### Security
101| Topic | URL |
102|-------|-----|
103| Manage access to Web Knowledge Source using Azure CLI | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web-manage |
104| Use built-in Azure Policy definitions for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/policy-reference |
105| Ingest RBAC scope metadata from Azure Blob storage | https://learn.microsoft.com/en-us/azure/search/search-blob-indexer-role-based-access |
106| Configure document-level access control in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-document-level-access-overview |
107| Configure keyless RBAC access to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-get-started-rbac |
108| Configure SharePoint Online indexer permissions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online |
109| Configure managed identity access to SQL Managed Instance | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance-with-managed-identity |
110| Secure AI Search indexer connections to SQL Server VMs | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-server |
111| Configure managed identities and RBAC for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-managed-identities |
112| Configure Azure AI Search indexer auth to Azure Functions | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-azure-functions |
113| Secure Cosmos DB indexer connections with managed identity | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-cosmos-db |
114| Configure managed identity access from Azure AI Search to Azure SQL | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-sql |
115| Configure managed identity access from Azure AI Search to Storage | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-storage |
116| Ingest ACL and RBAC metadata from ADLS Gen2 | https://learn.microsoft.com/en-us/azure/search/search-indexer-access-control-lists-and-role-based-access |
117| 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 |
118| Set IP firewall rules for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-ip-restricted |
119| Configure shared private link access for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-private |
120| Use trusted service exception for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-trusted-service-exception |
121| Secure Azure AI Search indexer access to protected resources | https://learn.microsoft.com/en-us/azure/search/search-indexer-securing-resources |
122| Configure indexers to ingest Purview sensitivity labels | https://learn.microsoft.com/en-us/azure/search/search-indexer-sensitivity-labels |
123| Configure SharePoint indexer to ingest ACL metadata | https://learn.microsoft.com/en-us/azure/search/search-indexer-sharepoint-access-control-lists |
124| Configure security and access for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-manage |
125| Implement query-time ACL and RBAC enforcement in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-access-control-rbac-enforcement |
126| Enforce Purview sensitivity labels at query time in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-sensitivity-labels |
127| Manage Azure AI Search admin and query API keys | https://learn.microsoft.com/en-us/azure/search/search-security-api-keys |
128| Apply security best practices to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-best-practices |
129| Enable RBAC and Entra ID auth for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-enable-roles |
130| Retrieve encryption key details for Azure AI Search resources | https://learn.microsoft.com/en-us/azure/search/search-security-get-encryption-keys |
131| Configure customer-managed encryption keys for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-manage-encryption-keys |
132| Set up cross-tenant CMK encryption for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-managed-encryption-cross-tenant |
133| Join Azure AI Search to a network security perimeter | https://learn.microsoft.com/en-us/azure/search/search-security-network-security-perimeter |
134| Configure Azure AI Search RBAC with Entra ID | https://learn.microsoft.com/en-us/azure/search/search-security-rbac |
135| Configure client applications for keyless RBAC access to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-rbac-client-code |
136| Implement document-level security trimming in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search |
137| Use Azure Policy compliance controls for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/security-controls-policy |
138| Configure IP firewall and trusted service access for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/service-configure-firewall |
139| Configure private endpoints for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/service-create-private-endpoint |
140
141### Configuration
142| Topic | URL |
143|-------|-----|
144| Configure Azure SQL knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-azure-sql |
145| Create and configure blob knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-blob |
146| Create Fabric Data Agent knowledge sources for live answers | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-data-agent |
147| Configure Fabric Ontology knowledge sources for ontology-backed answers | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-ontology |
148| Create file-based knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-file |
149| Set up MCP Server knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-mcp-server |
150| Configure OneLake knowledge sources and enrichment pipelines | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-onelake |
151| Configure search index knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-search-index |
152| Set up indexed SharePoint knowledge sources in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-indexed |
153| Configure remote SharePoint knowledge sources for direct querying | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-remote |
154| Configure Web Knowledge Source for agentic retrieval workloads | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web |
155| Create Work IQ knowledge sources for organizational intelligence | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-work-iq |
156| Enable and configure answer synthesis in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-answer-synthesis |
157| Configure freshness-aware retrieval for indexed knowledge sources | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-configure-freshness |
158| Design indexes optimized for agentic retrieval in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-index |
159| Create and configure knowledge bases for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-knowledge-base |
160| Configure agentic retrieval billing consent in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-enable-disable |
161| Configure image serving for Azure AI agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-image-serving |
162| Configure retrieval reasoning effort in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-set-retrieval-reasoning-effort |
163| Use annotation syntax to reference enriched nodes in Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-annotations-syntax |
164| Define and configure skillsets in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-defining-skillset |
165| Configure output field mappings for Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-output-field-mapping |
166| Configure and use predefined skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-predefined-skills |
167| Use skill context and annotation language in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-annotation-language |
168| Configure Azure Content Understanding skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-content-understanding |
169| Configure Custom Entity Lookup skill parameters | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-custom-entity-lookup |
170| Configure Document Extraction skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-extraction |
171| Configure Document Layout skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-intelligence-layout |
172| Configure Entity Recognition skill v2 in skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition |
173| Configure Image Analysis skill in Azure AI Search enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-image-analysis |
174| Configure PII Detection skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-pii-detection |
175| Use Shaper skill to restructure enrichment output | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-shaper |
176| Configure Text Split skill for chunking content | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textsplit |
177| Design and configure skillsets for AI enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-working-with-skillsets |
178| Configure enrichment caching in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-configure |
179| Manage enrichment cache storage for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-manage |
180| Define custom analyzers for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/index-add-custom-analyzers |
181| Add language analyzers to Azure AI Search fields | https://learn.microsoft.com/en-us/azure/search/index-add-language-analyzers |
182| Configure scoring profiles for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles |
183| Configure BM25 relevance scoring in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/index-ranking-similarity |
184| Define and configure knowledge store projection shapes | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-shape |
185| Reference for Azure AI Search monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search-data-reference |
186| Reference stopword lists for Azure AI Search analyzers | https://learn.microsoft.com/en-us/azure/search/reference-stopwords |
187| Configure analyzers for text processing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-analyzers |
188| Use content metadata properties in Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-blob-metadata-properties |
189| Configure API Management gateway for Azure OpenAI skills in Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-configure-azure-openai-api-management |
190| Configure Azure AI Search indexers for data ingestion | https://learn.microsoft.com/en-us/azure/search/search-how-to-create-indexers |
191| Define and create search index schemas in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-create-search-index |
192| Define index projections for Azure AI Search vectorization | https://learn.microsoft.com/en-us/azure/search/search-how-to-define-index-projections |
193| Delete documents from Azure AI Search indexes via APIs | https://learn.microsoft.com/en-us/azure/search/search-how-to-delete-documents |
194| Configure delimitedText parsing for CSV blobs in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-csv |
195| Configure JSON blob parsing for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-json |
196| Index Markdown blobs with Azure AI Search blob indexer | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-markdown |
197| Configure one-to-many blob parsing for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-one-to-many |
198| Set parsing modes for plain text blob indexing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-plaintext |
199| Enable SQL Managed Instance connections for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance |
200| Load and refresh data into Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-how-to-load-search-index |
201| Configure pagination for Azure AI Search list operations | https://learn.microsoft.com/en-us/azure/search/search-how-to-page-list-results |
202| Configure complex data types in Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-howto-complex-data-types |
203| Configure field mappings for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-field-mappings |
204| Manage Azure AI Search services with az search CLI commands | https://learn.microsoft.com/en-us/azure/search/search-manage-azure-cli |
205| Manage Azure AI Search with PowerShell scripts | https://learn.microsoft.com/en-us/azure/search/search-manage-powershell |
206| Manage Azure AI Search via Management REST API | https://learn.microsoft.com/en-us/azure/search/search-manage-rest |
207| Configure Azure AI Search diagnostic logging | https://learn.microsoft.com/en-us/azure/search/search-monitor-enable-logging |
208| Configure and monitor Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-monitor-queries |
209| Use moreLikeThis query parameter in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-more-like-this |
210| Configure text normalizers for filters, facets, and sort | https://learn.microsoft.com/en-us/azure/search/search-normalizers |
211| Use OData collection operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-collection-operators |
212| Use OData comparison operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-comparison-operators |
213| Use OData geo-spatial functions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-odata-geo-spatial-functions |
214| Use OData logical operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-logical-operators |
215| Configure OData $orderby in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-orderby |
216| Use OData search.in function in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-in-function |
217| Configure OData $select fields in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-odata-select |
218| OData expression syntax for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-syntax-reference |
219| Configure Azure AI Search indexer for JSON blob data | https://learn.microsoft.com/en-us/azure/search/search-semi-structured-data |
220| Migrate Azure AI Search semantic ranking code | https://learn.microsoft.com/en-us/azure/search/semantic-code-migration |
221| Configure Semantic Ranker on Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-configure |
222| Configure semantic ranker billing plans in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-disable |
223| Configure spell check in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/speller-how-to-add |
224| Configure custom analyzers for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/tutorial-create-custom-analyzer |
225| Configure vectorizers for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-vectorizer |
226| Configure vector indexes and fields in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-create-index |
227| Configure binary vector fields for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-index-binary-data |
228| Configure vector quantization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization |
229| Configure vector storage options in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-storage-options |
230| Configure integrated vectorization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization |
231| Configure Custom Web API vectorizer in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-custom-web-api |
232
233### Integrations & Coding Patterns
234| Topic | URL |
235|-------|-----|
236| Query Azure AI Search knowledge bases via REST, SDKs, and MCP | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-retrieve |
237| Integrate custom AML models as AI Search skills | https://learn.microsoft.com/en-us/azure/search/cognitive-search-aml-skill |
238| Create Bing Entity Search custom skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-create-custom-skill-example |
239| Implement custom skill web interfaces for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface |
240| Implement Custom Web API skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api |
241| Configure Azure OpenAI Embedding skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding |
242| Configure Conditional skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-conditional |
243| Configure Entity Linking skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-linking-v3 |
244| Configure Entity Recognition v3 skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3 |
245| Use GenAI Prompt skill with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-genai-prompt |
246| Configure Key Phrase Extraction skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-keyphrases |
247| Configure Language Detection skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-language-detection |
248| Configure Named Entity Recognition v2 skill | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-named-entity-recognition |
249| Configure OCR skill for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr |
250| Configure Sentiment v2 skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment |
251| Configure Sentiment v3 skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment-v3 |
252| Configure Text Translation skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-text-translation |
253| Configure Text Merge skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textmerger |
254| Configure Azure Vision multimodal embeddings skill | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-vision-vectorize |
255| Build hybrid keyword-vector queries in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/hybrid-search-how-to-query |
256| Connect Azure AI Search knowledge store to Power BI | https://learn.microsoft.com/en-us/azure/search/knowledge-store-connect-power-bi |
257| Create Azure AI Search knowledge store via REST | https://learn.microsoft.com/en-us/azure/search/knowledge-store-create-rest |
258| Implement complex projection shapes for knowledge stores | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-example-long |
259| Define knowledge store projections in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projections-examples |
260| Use Lucene query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/query-lucene-syntax |
261| Construct OData expressions for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/query-odata-filter-orderby-syntax |
262| Use simple query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/query-simple-syntax |
263| Implement autocomplete and suggestions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-add-autocomplete-suggestions |
264| Index Azure Blob Storage content with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-blob-storage-integration |
265| Configure Azure Files indexer for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-file-storage-integration |
266| Author filter expressions for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-filters |
267| Use agentic retrieval APIs to build Azure AI Search knowledge bases | https://learn.microsoft.com/en-us/azure/search/search-get-started-agentic-retrieval |
268| Enable and query semantic ranking in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-get-started-semantic |
269| Create and configure Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/search-get-started-skillset |
270| Programmatically create and query Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-get-started-text |
271| Call Azure AI Search vector APIs via REST and SDKs | https://learn.microsoft.com/en-us/azure/search/search-get-started-vector |
272| Use Azure.Search.Documents .NET client for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-dotnet-sdk |
273| Index client-side encrypted blobs with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-encrypted |
274| Set up Azure Blob indexer for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-storage |
275| Configure Azure Table indexers for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-tables |
276| Configure Cosmos DB Gremlin indexers for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-gremlin |
277| Index Cosmos DB for MongoDB with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-mongodb |
278| Set up Cosmos DB NoSQL indexers in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-sql |
279| Configure Logic Apps workflows for Azure AI Search indexing | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-logic-apps |
280| Index Azure Database for MySQL with AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-mysql |
281| Set up OneLake indexer for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files |
282| Set up Azure SQL indexers in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-database |
283| Configure REST-based integrated vectorization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-integrated-vectorization |
284| Use Document Layout skill for semantic chunking and vectorization | https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking |
285| Use Content Understanding skill for semantic chunking | https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking-content-understanding |
286| Index ACL and RBAC metadata via Azure Search push API | https://learn.microsoft.com/en-us/azure/search/search-index-access-control-lists-and-rbac-push-api |
287| Implement C# indexer integration with Azure SQL and Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-indexer-tutorial |
288| Visualize Azure AI Search logs and metrics in Power BI | https://learn.microsoft.com/en-us/azure/search/search-monitor-logs-powerbi |
289| Implement fuzzy search and typo tolerance in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-fuzzy |
290| Use Lucene query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-lucene-examples |
291| Use OData $filter in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-filter |
292| 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 |
293| Use OData search.score in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-score-function |
294| Query partial terms and patterns in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-partial-matching |
295| Use simple query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-simple-examples |
296| Combine scoring profiles with semantic ranking in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-scoring-profiles |
297| Invoke semantic ranking in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-request |
298| Implement semantic query rewriting with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-rewrite |
299| Index ADLS Gen2 ACL and RBAC metadata with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/tutorial-adls-gen2-indexer-acls |
300| Integrate Azure AI Search queries into C# web apps | https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-search-query-integration |
301| Index multiple Azure data sources into one Azure AI Search index | https://learn.microsoft.com/en-us/azure/search/tutorial-multiple-data-sources |
302| Optimize push API indexing in Azure AI Search with C# | https://learn.microsoft.com/en-us/azure/search/tutorial-optimize-indexing-push-api |
303| Apply filters and modes to Azure AI vector queries | https://learn.microsoft.com/en-us/azure/search/vector-search-filters |
304| Generate and integrate embeddings for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-generate-embeddings |
305| Create and send vector queries in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-query |
306| Integrate Microsoft Foundry embedding models with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization-ai-studio |
307| Configure Azure Vision vectorizer for AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-ai-services-vision |
308| Configure Foundry model catalog vectorizer | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-machine-learning-ai-studio-catalog |
309| Configure Azure OpenAI vectorizer for AI Search queries | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-open-ai |
310
311### Deployment
312| Topic | URL |
313|-------|-----|
314| Deploy Azure AI Search via ARM templates | https://learn.microsoft.com/en-us/azure/search/search-get-started-arm |
315| Deploy Azure AI Search using Bicep files | https://learn.microsoft.com/en-us/azure/search/search-get-started-bicep |
316| Provision Azure AI Search services with Terraform | https://learn.microsoft.com/en-us/azure/search/search-get-started-terraform |
317| Move Azure AI Search services across regions | https://learn.microsoft.com/en-us/azure/search/search-howto-move-across-regions |
318| Deploy C# Azure AI Search apps to Container Apps | https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-deploy-web-search |
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