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中转站排行榜
云服务external-servicegithub未标认证来源可访问许可证需确认审计通过

azure-cognitive-search（Azure cognitive 搜索）

Agent Skill

用于辅助云资源、部署、容器、基础设施和运维自动化任务。它适合让 Agent 检查配置、整理部署步骤、分析资源状态、生成排障思路或辅助云服务接入。使用时需要明确目标环境、账号权限、区域和资源组，区分本地测试与生产操作；涉及删除资源、重启服务、修改网络或权限配置时，应先确认影响范围。

总安装

994

周安装

41

GitHub Stars

519

下载量

325
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息，不托管安装包，也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手，先确认命令和权限，再让它执行。

请帮我安装这个 Agent Skill：azure-cognitive-search（Azure cognitive 搜索）
来源仓库：https://github.com/microsoftdocs/agent-skills
仓库路径：skills/azure-cognitive-search
安装命令：
npx skills add https://github.com/microsoftdocs/agent-skills --skill azure-cognitive-search
安装前请先检查当前环境是否支持对应 CLI，并向我确认将要执行的命令、安装目录、联网范围和文件读写权限；确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill；本站只展示命令，不托管安装包，也不自动执行。

skills.shnpx skills
npx skills add https://github.com/microsoftdocs/agent-skills --skill azure-cognitive-search

简介

提供 Azure AI Search 的专业指导，涵盖索引设计与语义搜索实现。

  • 适用于文档检索、图像识别和多语言查询理解场景。
  • 支持技能提取器配置、同义词映射和排名模型训练。
  • 需规划分区数量与副本分布以匹配查询吞吐量需求。
  • azure-cognitive-search 属于云服务类 Skill，可作为该场景下的辅助能力补充。

SKILL.md

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

CategoryLinesDescription
TroubleshootingL37-L48Diagnosing and fixing Azure AI Search indexer and skillset issues, including debug sessions, OData filter errors, private link problems, and storage/metrics discrepancies.
Best PracticesL49-L69Design, scaling, and performance tuning of Azure AI Search indexing/querying, including enrichment pipelines, chunking/vectorization, data modeling, concurrency-safe updates, and vector optimization.
Decision MakingL70-L82Planning 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 PatternsL83-L89Architectural guidance for Azure AI Search: RAG patterns, knowledge store design, multitenancy and tenant isolation, and multi-region/high-availability deployment designs.
Limits & QuotasL90-L99Limits, 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.
SecurityL100-L138Securing 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.
ConfigurationL139-L230Configuring Azure AI Search: data sources, indexes, analyzers, skillsets, enrichment, vector/semantic settings, knowledge bases, monitoring, and relevance/answer tuning.
Integrations & Coding PatternsL231-L289Integrating Azure AI Search with data sources, SDKs, vectorizers, and custom skills; building knowledge stores; and crafting queries/filters (OData, Lucene, semantic, vector, agentic).
DeploymentL290-L297Deploying and moving Azure AI Search services with ARM/Bicep/Terraform, plus guidance on cross-region moves and checking regional feature and SKU availability.

Troubleshooting

TopicURL
Resolve common Azure AI Search indexer errors and warningshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings
Understand Debug Sessions for skillset troubleshootinghttps://learn.microsoft.com/en-us/azure/search/cognitive-search-debug-session
Debug and troubleshoot Azure AI Search skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset
Tutorial: Practice debugging Azure AI Search skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions
Troubleshoot Azure AI Search indexer issues without errorshttps://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting
Troubleshoot OData collection filter errors in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters
Troubleshoot shared private link resource issues in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources
Troubleshoot Azure AI Search storage and metric discrepancieshttps://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics

Best Practices

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

Decision Making

TopicURL
Migrate Azure AI Search agentic retrieval code between REST API versionshttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-migrate
Migrate from deprecated Azure AI Search skillshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-deprecated
Plan and execute Azure AI Search REST API version upgradeshttps://learn.microsoft.com/en-us/azure/search/search-api-migration
Estimate Azure AI Search capacity for indexing and querieshttps://learn.microsoft.com/en-us/azure/search/search-capacity-planning
Choose and use Azure AI Search management SDKshttps://learn.microsoft.com/en-us/azure/search/search-dotnet-mgmt-sdk-migration
Upgrade Azure AI Search.NET apps to SDK v11https://learn.microsoft.com/en-us/azure/search/search-dotnet-sdk-migration-version-11
Upgrade Azure AI Search service capacity in portalhttps://learn.microsoft.com/en-us/azure/search/search-how-to-upgrade
Plan and manage Azure AI Search costshttps://learn.microsoft.com/en-us/azure/search/search-sku-manage-costs
Choose the right Azure AI Search SKU and tierhttps://learn.microsoft.com/en-us/azure/search/search-sku-tier

Architecture & Design Patterns

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

Limits & Quotas

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

Security

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

Configuration

TopicURL
Configure blob knowledge sources for agentic retrievalhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-blob
Set up indexed OneLake knowledge sources in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-onelake
Configure search index knowledge sources for agentic retrievalhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-search-index
Configure indexed SharePoint knowledge sources for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-indexed
Configure remote SharePoint knowledge sources via Copilot Retrieval APIhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-remote
Create and configure Web Knowledge Sources using Bing groundinghttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web
Enable or disable Web Knowledge Source in Azure subscriptionhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web-manage
Define knowledge source objects for agentic retrievalhttps://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-overview
Enable answer synthesis in Azure AI Search knowledge baseshttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-answer-synthesis
Define Azure AI Search index for agentic retrievalhttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-index
Define and configure knowledge bases for agentic retrievalhttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-knowledge-base
Set retrievalReasoningEffort for agentic retrieval workloadshttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-set-retrieval-reasoning-effort
Use annotation syntax to reference enriched nodes in skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-annotations-syntax
Create skillsets with Azure AI Search REST APIshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-defining-skillset
Configure output field mappings for enriched contenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-output-field-mapping
Configure built-in skills in Azure AI Search enrichment pipelineshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-predefined-skills
Use skill context and annotation language in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-annotation-language
Configure Azure OpenAI Embedding skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding
Configure Conditional skill in AI Search skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-conditional
Configure Azure Content Understanding skill for document chunkinghttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-content-understanding
Configure Custom Entity Lookup skill parametershttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-custom-entity-lookup
Control Document Extraction behavior in skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-extraction
Configure Document Layout skill for Azure AI Search enrichmenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-intelligence-layout
Configure Entity Linking v3 skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-linking-v3
Configure Entity Recognition skill v2 in skillsetshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition
Configure Entity Recognition v3 skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3
Configure GenAI Prompt skill for Azure AI Search indexinghttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-genai-prompt
Configure Image Analysis skill in Azure AI Search enrichmenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-image-analysis
Configure Key Phrase Extraction skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-keyphrases
Configure Language Detection skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-language-detection
Configure Named Entity Recognition skill v2https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-named-entity-recognition
Configure OCR skill for Azure AI Search image text extractionhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr
Configure PII Detection skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-pii-detection
Use Sentiment skill v2 and interpret scoreshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment
Configure Sentiment v3 skill in Azure AI Search enrichmenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment-v3
Use Shaper skill to restructure enrichment outputhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-shaper
Configure Text Translation skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-text-translation
Configure Text Merge skill to consolidate fieldshttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textmerger
Configure Text Split skill for chunking contenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textsplit
Configure Azure Vision multimodal embeddings skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-vision-vectorize
Design and configure skillsets for AI enrichmenthttps://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 Storagehttps://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-manage
Build hybrid queries combining keyword, vector, and semantic searchhttps://learn.microsoft.com/en-us/azure/search/hybrid-search-how-to-query
Define custom analyzers for Azure AI Search indexeshttps://learn.microsoft.com/en-us/azure/search/index-add-custom-analyzers
Add language analyzers to Azure AI Search fieldshttps://learn.microsoft.com/en-us/azure/search/index-add-language-analyzers
Define and apply scoring profiles in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles
Configure suggesters for autocomplete in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/index-add-suggesters
Configure BM25 relevance scoring in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/index-ranking-similarity
Set up monitoring for Azure AI Search with Azure Monitorhttps://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search
Reference monitoring metrics and logs for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search-data-reference
Reference stopword lists for Azure AI Search analyzershttps://learn.microsoft.com/en-us/azure/search/reference-stopwords
Configure analyzers for text processing in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-analyzers
Map blob and document metadata into Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-blob-metadata-properties
Configure and use index aliases in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-alias
Configure Azure AI Search indexers for data ingestionhttps://learn.microsoft.com/en-us/azure/search/search-how-to-create-indexers
Define and create search index schemas in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-create-search-index
Configure index projections for chunked and parent-child datahttps://learn.microsoft.com/en-us/azure/search/search-how-to-define-index-projections
Delete documents from Azure AI Search indexes via APIshttps://learn.microsoft.com/en-us/azure/search/search-how-to-delete-documents
Index CSV blobs using delimitedText parsing modehttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-csv
Configure JSON blob parsing for Azure AI Search indexershttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-json
Configure Markdown parsing for Azure Blob indexershttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-markdown
Configure one-to-many blob indexing with parsing modeshttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-one-to-many
Load and refresh data into Azure AI Search indexeshttps://learn.microsoft.com/en-us/azure/search/search-how-to-load-search-index
Configure and manage Azure AI Search indexer runshttps://learn.microsoft.com/en-us/azure/search/search-howto-run-reset-indexers
Configure field mappings for Azure AI Search indexershttps://learn.microsoft.com/en-us/azure/search/search-indexer-field-mappings
Configure SharePoint ACL ingestion with Azure AI Search indexershttps://learn.microsoft.com/en-us/azure/search/search-indexer-sharepoint-access-control-lists
Manage Azure AI Search with Azure CLIhttps://learn.microsoft.com/en-us/azure/search/search-manage-azure-cli
Manage Azure AI Search with PowerShell scriptshttps://learn.microsoft.com/en-us/azure/search/search-manage-powershell
Configure Azure AI Search using Management REST APIshttps://learn.microsoft.com/en-us/azure/search/search-manage-rest
Configure diagnostic logging for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-monitor-enable-logging
Visualize Azure AI Search logs and metrics in Power BIhttps://learn.microsoft.com/en-us/azure/search/search-monitor-logs-powerbi
Monitor Azure AI Search query performance and volumehttps://learn.microsoft.com/en-us/azure/search/search-monitor-queries
Configure and use moreLikeThis queries in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-more-like-this
Configure text normalizers for filters, facets, and sorthttps://learn.microsoft.com/en-us/azure/search/search-normalizers
Configure synonym maps in Azure AI Search indexeshttps://learn.microsoft.com/en-us/azure/search/search-synonyms
Configure semantic ranking settings on a search indexhttps://learn.microsoft.com/en-us/azure/search/semantic-how-to-configure
Enable or disable semantic ranker in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-disable
Combine scoring profiles with semantic ranking resultshttps://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-scoring-profiles
Create and configure custom analyzers in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/tutorial-create-custom-analyzer
Configure prefilter and postfilter modes for vector querieshttps://learn.microsoft.com/en-us/azure/search/vector-search-filters
Assign narrow data types to Azure AI Search vector fieldshttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-assign-narrow-data-types
Configure vectorizers and vector profiles in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-vectorizer
Configure vector indexes and fields in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-create-index
Index binary vectors for Azure AI Search vector querieshttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-index-binary-data
Configure quantization to compress vectors in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization
Configure vector storage options to remove extra copieshttps://learn.microsoft.com/en-us/azure/search/vector-search-how-to-storage-options
Configure integrated vectorization in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization

Integrations & Coding Patterns

TopicURL
Query Azure AI Search knowledge bases via REST, SDKs, and MCPhttps://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-retrieve
Use Chat Completion skill for image captioning in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/chat-completion-skill-example-usage
Configure AML custom skill in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-aml-skill
Implement Azure AI Search custom skill with Bing Entity Searchhttps://learn.microsoft.com/en-us/azure/search/cognitive-search-create-custom-skill-example
Implement custom skill interface for Azure AI Search enrichmenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface
Implement Custom Web API skill for enrichmenthttps://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api
Connect Azure AI Search knowledge stores to Power BIhttps://learn.microsoft.com/en-us/azure/search/knowledge-store-connect-power-bi
Create Azure AI Search knowledge stores via REST APIshttps://learn.microsoft.com/en-us/azure/search/knowledge-store-create-rest
Implement complex projection shapes for knowledge storeshttps://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-example-long
Define knowledge store projections in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/knowledge-store-projections-examples
Use Lucene query syntax with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/query-lucene-syntax
Construct OData expressions for Azure AI Search querieshttps://learn.microsoft.com/en-us/azure/search/query-odata-filter-orderby-syntax
Use simple query syntax in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/query-simple-syntax
Integrate Azure Blob Storage content with Azure AI Searchhttps://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 OpenAIhttps://learn.microsoft.com/en-us/azure/search/search-get-started-agentic-retrieval
Use Python SDK and REST APIs for vector searchhttps://learn.microsoft.com/en-us/azure/search/search-get-started-vector
Use Azure.Search.Documents.NET SDK for search operationshttps://learn.microsoft.com/en-us/azure/search/search-how-to-dotnet-sdk
Index client-side encrypted blobs using custom skillshttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-encrypted
Set up Azure Blob indexer for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-storage
Configure Azure Data Lake Gen2 indexer for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-data-lake-storage
Index Azure Table Storage data with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-tables
Index Azure Cosmos DB Gremlin data with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-gremlin
Index Azure Cosmos DB for MongoDB with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-mongodb
Index Azure Cosmos DB NoSQL data with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-sql
Use Azure Logic Apps workflows for automated indexinghttps://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 Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files
Configure SharePoint Online indexer for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online
Configure Azure SQL indexer for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-database
Use integrated vectorization with Azure AI Search REST APIshttps://learn.microsoft.com/en-us/azure/search/search-how-to-integrated-vectorization
Index Markdown blobs with Azure AI Search REST APIshttps://learn.microsoft.com/en-us/azure/search/search-markdown-data-tutorial
Use OData collection operators any/all in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-odata-collection-operators
Use OData comparison operators in Azure AI Search filtershttps://learn.microsoft.com/en-us/azure/search/search-query-odata-comparison-operators
Use OData $filter in Azure AI Search querieshttps://learn.microsoft.com/en-us/azure/search/search-query-odata-filter
Use OData full-text search functions in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-odata-full-text-search-functions
Use OData geo-spatial functions in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-odata-geo-spatial-functions
Use OData logical operators in Azure AI Search filtershttps://learn.microsoft.com/en-us/azure/search/search-query-odata-logical-operators
Use OData $orderby in Azure AI Search querieshttps://learn.microsoft.com/en-us/azure/search/search-query-odata-orderby
Use the OData search.in function in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-odata-search-in-function
Use the OData search.score function in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-query-odata-search-score-function
Use OData $select in Azure AI Search query resultshttps://learn.microsoft.com/en-us/azure/search/search-query-odata-select
OData expression grammar for Azure AI Search querieshttps://learn.microsoft.com/en-us/azure/search/search-query-odata-syntax-reference
Index semi-structured JSON blobs with Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-semi-structured-data
Index big data from Spark using SynapseML and Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/search-synapseml-cognitive-services
Migrate semantic ranking API usage to newer versionshttps://learn.microsoft.com/en-us/azure/search/semantic-code-migration
Invoke semantic ranking in Azure AI Search querieshttps://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-request
Use semantic query rewriting in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-rewrite
Understand.NET search integration code for web appshttps://learn.microsoft.com/en-us/azure/search/tutorial-csharp-search-query-integration
Index multiple Azure data sources into one search indexhttps://learn.microsoft.com/en-us/azure/search/tutorial-multiple-data-sources
Vectorize content with Microsoft Foundry models in Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization-ai-studio
Integrate Azure Vision vectorizer for multimodal searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-ai-services-vision
Configure Foundry model catalog vectorizerhttps://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-machine-learning-ai-studio-catalog
Use Azure OpenAI vectorizer with AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-open-ai
Configure Custom Web API vectorizer for Azure AI Searchhttps://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-custom-web-api

Deployment

TopicURL
Deploy Azure AI Search service using ARM templateshttps://learn.microsoft.com/en-us/azure/search/search-get-started-arm
Deploy Azure AI Search service using Bicephttps://learn.microsoft.com/en-us/azure/search/search-get-started-bicep
Provision Azure AI Search with Terraformhttps://learn.microsoft.com/en-us/azure/search/search-get-started-terraform
Manually move Azure AI Search services across regionshttps://learn.microsoft.com/en-us/azure/search/search-howto-move-across-regions
Check Azure AI Search regional feature availabilityhttps://learn.microsoft.com/en-us/azure/search/search-region-support

适合场景

01

Azure 资源规划

02

云服务升级

03

基础设施检查

04

企业云环境自动化

能力概览

能力 1

整理 Azure 服务操作流程

能力 2

提示 CLI/MCP 前置条件

能力 3

辅助云资源检查和规划

能力 4

保留官方服务来源线索

安装后应在对应宿主中按原始 README 的触发条件使用；具体调用方式请以来源页面和 README 为准。

平台分布

Codex

35.22%
按下载量换算114

Claude

30.05%
按下载量换算98

Cursor

19.21%
按下载量换算62

Gemini CLI

11.14%
按下载量换算36

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

external-service

该 Skill 可能调用第三方服务、云服务或外部模型 API，使用前需要确认账号、额度、数据发送范围和服务条款。

安装前确认

本站仅展示第三方公开信息，不托管安装包，不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。当前只有一个来源，正式发布前建议补源仓库或其他目录站核验。

来源信息

GitHub 仓库

github.com

/microsoftdocs/agent-skills

SKILL.md 来源

github.com

/microsoftdocs/agent-skills/tree/main/skills/azure-cognitive-search

skills-sh

skills.sh

/microsoftdocs/agent-skills/azure-cognitive-search

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