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microsoft-foundry-classic微软铸造经典

Agent Skill

microsoft-foundry-classic 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

总安装

753

周安装

32

GitHub Stars

519

下载量

264
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:microsoft-foundry-classic(微软铸造经典)
来源仓库:https://github.com/microsoftdocs/agent-skills
仓库路径:skills/microsoft-foundry-classic
安装命令:
npx skills add https://github.com/microsoftdocs/agent-skills --skill microsoft-foundry-classic
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 microsoft-foundry-classic

简介

用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中快速定位候选结果。

  • 适用于关键词搜索、任务场景匹配或来源线索筛选等研究检索场景。
  • 通过 npx skills add 命令从指定 GitHub 仓库安装并使用。
  • 安装前需确认权限范围、维护状态,以及是否会触发联网或文件读写操作。
  • microsoft-foundry-classic 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Microsoft Foundry Classic Skill

This skill provides expert guidance for Microsoft Foundry Classic. 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-L47Diagnosing and fixing Foundry issues: compute/usage in prompt flow, deployments/monitoring, private endpoints, Azure OpenAI fine-tuning, risks & safety alerts, and known bugs/workarounds.
Best PracticesL48-L61Best practices for prompts, safety, fine-tuning (incl. vision), latency/cost optimization, DeepSeek-R1 use, On Your Data, and evaluating/improving Foundry/Azure OpenAI chat apps
Decision MakingL62-L88Guides for choosing models, regions, deployments, costs, PTU, streaming, SDKs, and upgrade/migration paths to design, scale, and optimize Foundry and Azure OpenAI solutions.
Architecture & Design PatternsL89-L98Architectural guidance for Foundry: multi-agent design, service/resource topology, high availability, and full BCDR (backup, recovery, DR, and resiliency) for Agent Service and Azure OpenAI workloads
Limits & QuotasL99-L115Quotas, rate limits, and capacity for Foundry Agents/Models and Azure OpenAI (deployments, regions, VNets, batch, dynamic quota), plus model availability/retirement and how to request increases.
SecurityL116-L163Security, privacy, and compliance for Foundry and Azure OpenAI: auth/RBAC, networking (VNet/Private Link), keys and Key Vault, guardrails/content filters, Azure Policy, and data handling.
ConfigurationL164-L221Configuring, monitoring, and evaluating Foundry classic agents, models, tools, and infrastructure, including BYO resources, RAG, safety, tracing, and Azure OpenAI monitoring.
Integrations & Coding PatternsL222-L342Patterns and code to integrate Foundry and Azure OpenAI with tools, data, and frameworks: search/RAG, files, SharePoint, Bing, MCP/OpenAPI, Functions/Logic Apps, SDKs, fine-tuning, and realtime audio.
DeploymentL343-L360Deploying Foundry hubs, projects, and models (managed/serverless), setting up agents and prompt flows, and automating deployments/evaluations via CLI, Bicep, Terraform, VS Code, and CI/CD.

Troubleshooting

Best Practices

Decision Making

TopicURL
Select Azure OpenAI models and regions for Foundry Agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support
Decide when and how to fine-tune models in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview
Use Foundry model benchmarks and leaderboardshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks
Plan for Foundry model deprecation and retirementhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-lifecycle-retirement
Plan Microsoft Foundry classic rollout at scalehttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/planning
Choose the right Azure resource type for Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types
Choose Microsoft Foundry deployment types and residencyhttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types
Plan and manage model versioning in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions
Plan and manage model versioning in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions
Decide between GPT-5 and GPT-4.1 in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/model-choice-guide
Compare models with Foundry leaderboardshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog
Plan and manage costs for Microsoft Foundry hubshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage
Choose Microsoft Foundry SDKs and endpointshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview
Migrate from hub-based to new Foundry projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project
Decide when and how to upgrade Azure OpenAI to Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/upgrade-azure-openai
Choose content streaming and filtering modes in Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming
Enable and evaluate Foundry priority processing tiershttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/priority-processing
Evaluate 2024 Azure OpenAI provisioned throughput updateshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration
Understand provisioned throughput for Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput
Plan using your data with Azure OpenAI deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data
Plan PTU costs and capacity for Microsoft Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-onboarding
Migrate from preview to GA Realtime API protocolhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-preview-api-migration-guide
Use Azure OpenAI reasoning models effectivelyhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reasoning

Architecture & Design Patterns

Limits & Quotas

TopicURL
Review quotas and limits for Foundry Agent Servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits
Evaluate Foundry classic with regional limits and VNethttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network
Reference quotas and limits for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits
Manage and request quotas for Microsoft Foundry hub resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota
Manage and increase model deployment quotas in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota
Review retired Azure OpenAI model availabilityhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/legacy-models
Azure OpenAI model availability and retirement schedulehttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements
Azure OpenAI FAQ with usage limits and policieshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/faq
Use Azure OpenAI global batch processinghttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch
Use dynamic quota for Azure OpenAI deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota
Manage Azure OpenAI quota in Foundry classichttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota
Use reinforcement fine-tuning for reasoning modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning
Azure OpenAI quotas and limits in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits

Security

TopicURL
Configure Browser Automation tool securely for Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation
Securely use Foundry Computer Use tool with agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use
Set up private networking and VNet integration for Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks
Configure authentication and authorization in Microsoft Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry
Configure customer-managed keys for Microsoft Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal
Configure customer-managed keys for Foundry hub projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal
Configure RBAC for Microsoft Foundry hubs and projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry
Configure guardrails for Azure-sold Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety
Assign and manage RBAC roles in Microsoft Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry
Understand vulnerability management for Microsoft Foundry imageshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management
Use default safety policies for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies
Create custom Azure Policies to restrict Foundry model deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-deployment-policies
Configure keyless Entra ID authentication for Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id
Allow Foundry managed networks to access on-premises resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources
Add Microsoft Foundry resources to a network security perimeterhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/add-foundry-to-network-security-perimeter
Apply Azure Policy to govern Foundry hubs and projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy
Control Foundry model deployments with Azure Policyhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment
Understand data handling and privacy in Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy
Configure managed network isolation for Foundry hubshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network
Configure Private Link for Microsoft Foundry projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link
Create and manage a Microsoft Foundry hub securelyhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource
Create a secure Microsoft Foundry hub with managed VNethttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub
Create custom Azure Policy definitions for Foundry resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/custom-policy-definition
Disable shared key access to Foundry hub storagehttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth
Configure storage accounts and access for Foundry evaluationshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account
Configure Private Link for Microsoft Foundry hubshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link
Set up managed virtual network for Foundry projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network
Use built-in Azure Policy to govern Foundry model deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy
Configure the Content Safety tool in prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/content-safety-tool
Secure configuration for Foundry playground chat on your datahttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground
Set up Azure Key Vault connection for Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection
Use Content Credentials for Azure OpenAI imageshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-credentials
Configure and use PII filtering in Foundry OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-personal-information
Understand default Guardrail safety policies in Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies
Understand Azure OpenAI prompt transformation for image safetyhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/prompt-transformation
Configure Azure OpenAI content filters and gatinghttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters
Configure Microsoft Entra ID auth for Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity
Secure Azure OpenAI with virtual networks and private endpointshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network
Add Azure OpenAI to a network security perimeterhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter
Apply Azure RBAC roles to Azure OpenAI resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control
Configure custom block lists for Azure OpenAI content filteringhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists
Apply copyright commitment mitigations for Azure OpenAI in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/customer-copyright-commitment
Understand data handling and privacy for Azure Direct Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy
Understand limited access policy for Azure OpenAI in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/limited-access

Configuration

TopicURL
Configure and troubleshoot capability hosts in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts
Configure standard agent setup with customer-managed resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup
Configure environment and infrastructure for Foundry Agent Servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/environment-setup
Monitor Foundry Agent Service with Azure Monitor and KQLhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics
Configure Foundry Agent Service to use your own Azure resourceshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/use-your-own-resources
Use Azure Monitor metrics and logs for Foundry Agent Servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service
Configure and use built-in Foundry evaluatorshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/built-in-evaluators
Configure agent evaluators for Azure AI agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/agent-evaluators
Use Azure OpenAI graders for model evaluationhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders
Create and configure custom evaluators in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/custom-evaluators
Configure general-purpose evaluators for generative AIhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/general-purpose-evaluators
Configure RAG evaluators for relevance and groundednesshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/rag-evaluators
Configure risk and safety evaluators in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/risk-safety-evaluators
Use textual similarity evaluators in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/textual-similarity-evaluators
Configure and use endpoints for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints
Configure Foundry model content filters and gated changeshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters
Configure Foundry Models project connection settingshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-project-connection
Configure Azure Monitor for Foundry model deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models
Upgrade AI project to use Foundry model deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-ai-project
Select SDKs and languages for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages
Configure bring-your-own Azure Storage for Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-foundry
Configure BYOS for Speech and Language in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-speech-language-services
Set up continuous evaluation for AI agents in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/continuous-evaluation-agents
Configure and manage Foundry compute instanceshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute
Configure and manage prompt flow compute sessionshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session
Provision Microsoft Foundry (classic) with Terraformhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-terraform
Add and manage data in Foundry hub-based projectshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add
Configure cross-project access to serverless model APIshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect
Create a Foundry hub via Azure ML SDK and CLIhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/create-hub-project-sdk
Generate synthetic and simulated data for Foundry evaluationhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/simulator-interaction-data
Trace and observe Foundry agents with OpenTelemetryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk
Enable tracing and feedback for prompt flow deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk
Hide Foundry preview features using Azure tagshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features
Create and use vector indexes for RAG in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/index-add
Configure continuous monitoring for Foundry AI applicationshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications
Monitor quality and token usage for prompt flow appshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety
Use GPT-4 Turbo with Vision tool in prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/azure-open-ai-gpt-4v-tool
Configure the Embedding tool in Foundry prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/embedding-tool
Configure the Index Lookup tool for RAG flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/index-lookup-tool
Configure the LLM tool in Foundry prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/llm-tool
Configure the Prompt tool in Foundry prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/prompt-tool
Configure the Python tool in Foundry prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/python-tool
Configure the Rerank tool to improve search resultshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/rerank-tool
Enable and interpret Prompt Shields in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields
Configure Azure Blob Storage for OpenAI Batch I/Ohttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage
Configure and run Azure OpenAI model evaluationshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations
Apply direct preference optimization to Azure OpenAI modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-direct-preference-optimization
Configure monitoring and logging for Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai
Configure network and access for On Your Datahttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration
Configure and use prompt caching in Azure OpenAI Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching
Create and tune provisioned deployments in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started
Configure reproducible output for Azure OpenAI chatshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output
Configure spillover traffic management for provisioned deploymentshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management
Configure Azure OpenAI monitoring data and metricshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference

Integrations & Coding Patterns

TopicURL
Connect Foundry agents to existing Azure AI Search indexeshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search
Ground Foundry agents with Azure AI Search contenthttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search-samples
Integrate Azure Functions as tools with Foundry Agent Servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions
Use Azure Functions and Storage Queues with Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions-samples
Use Bing Search grounding tool with code sampleshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-code-samples
Configure Custom Bing Search grounding for agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search
Call Custom Bing Search grounding tool from codehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search-samples
Ground Foundry agents with Bing Search resultshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding
Automate website tasks with Foundry Browser Automation toolhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation-samples
Run Python code with Foundry Code Interpreter toolhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter
Use Computer Use tool with Azure AI Projects SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use-samples
Configure deprecated Deep Research tool for agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research
Integrate Deep Research tool with Azure AI Projects SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research-samples
Connect Foundry agents to Microsoft Fabric data agenthttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric
Configure and use Foundry file search toolhttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search
Upload files to Foundry file search from codehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search-upload-files
Implement function calling with Foundry Agent Servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling
Connect Foundry agents to external MCP servershttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol
MCP server integration code samples for Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol-samples
Configure OpenAPI tools and auth for Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec
Use OpenAPI-based tools with Foundry agents in codehttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec-samples
Ground Foundry agents with SharePoint contenthttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint
Use SharePoint grounding tool with Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples
Trigger Foundry agents from Logic Apps eventshttps://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers
Serverless API inference examples for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples
Call Foundry Models Responses API for text generationhttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses
Process images and audio in Foundry chat completionshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-multi-modal
Use reasoning models with Foundry Models servicehttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-reasoning
Generate text embeddings with Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-embeddings
Deploy and use FLUX image models in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-flux
Generate image embeddings with Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-image-embeddings
Use structured outputs with Foundry chat modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs
Configure project connections in Foundry classichttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add
Evaluate AI agents using the Foundry SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/agent-evaluate-sdk
Run scalable cloud evaluations with Foundry SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/cloud-evaluation
Run local evaluations with Azure AI Evaluation SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk
Build LangChain apps with Microsoft Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain
Connect LangGraph and LangChain apps to Foundry agentshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents
Integrate LlamaIndex with Microsoft Foundry modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index
Run AI Red Teaming Agent in the cloud with Foundry SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-ai-red-teaming-cloud
Run AI Red Teaming Agent locally with Azure AI SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-scans-ai-red-teaming-agent
Use Semantic Kernel with Foundry model cataloghttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel
View OpenAI SDK traces with OpenTelemetry in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application
Configure MCP server tools for Foundry agents in VS Codehttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents-mcp
Deploy and use CXRReportGen healthcare AI modelhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen
Deploy and invoke MedImageInsight embeddings modelhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight
Use MedImageParse medical image segmentation modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse
Create and manage hub-scoped connections in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add
Migrate Azure AI Inference SDK apps to OpenAI SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-inference-to-openai-migration
Use the Serp API tool within Foundry prompt flowshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/serp-api-tool
Use image-to-text models from Foundry cataloghttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models
Use Azure OpenAI v1 API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle
Get started with Azure OpenAI audio generationhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart
Use Azure OpenAI authoring preview REST API in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/authoring-reference-preview
Interpret Guardrail annotations for Azure OpenAI in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-annotations
Format prompts with document embeddings for Guardrails in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding
Use groundedness detection for RAG in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness
Apply protected material detection to LLM outputs in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material
Create Azure OpenAI Assistants with tools in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant
Implement Assistants function calling in Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions
Trigger Azure Logic Apps from Foundry Assistantshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps
Work with Azure OpenAI chat completion modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt
Run code with Azure OpenAI Assistants Code Interpreterhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter
Use Codex CLI and VS Code with Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/codex
Implement Computer Use agents in Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use
Use Azure OpenAI image generation and editing APIshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e
Run deep research using Azure OpenAI Responses APIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research
Migrate from Azure.AI.OpenAI.NET 1.x beta to 2.xhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dotnet-migration
Use Assistants file search with external knowledgehttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search
Test fine-tuned models using Chat Completions and Evaluationshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test
Fine-tune Foundry models via Python, REST, or portalhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning
Fine-tune Azure OpenAI function calling in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions
Use function calling with Azure OpenAI modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling
Use Azure OpenAI vision-enabled chat models via APIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision
Configure Azure OpenAI JSON mode responseshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode
Migrate Azure OpenAI apps to OpenAI Python v1.xhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration
Migrate Azure OpenAI apps to OpenAI JavaScript v4https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript
Use GPT Realtime API for low-latency audiohttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio
Connect to GPT Realtime API via SIPhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip
Integrate GPT Realtime audio via WebRTC in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc
Connect to GPT Realtime API via WebSocketshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets
Call Azure OpenAI Responses API with tools and streaminghttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses
Use stored completions and distillation in Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions
Define and call structured outputs with Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs
Switch Python code between OpenAI and Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints
Configure web_search tool with Azure OpenAI Responses APIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search
Configure Azure OpenAI webhooks for API eventshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks
Integrate Azure OpenAI fine-tuning with Weights & Biaseshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Azure OpenAI v1 REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest
Use Realtime audio events with Azure OpenAI APIshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference
Use GA Realtime audio events with Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference-ga
Integrate with Azure OpenAI REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference
Use Azure OpenAI preview REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview
Use Azure OpenAI preview REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview
Use Azure OpenAI preview REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview
Use Azure OpenAI preview REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview
Use Azure OpenAI preview REST API in Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview
Use Azure OpenAI v1 preview REST API in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview-latest
Call Azure OpenAI on Azure Search data via APIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/azure-search
Use Azure OpenAI with Azure Cosmos DB datahttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/cosmos-db
Use Azure OpenAI with Elasticsearch data via APIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/elasticsearch
Use Azure OpenAI with MongoDB Atlas datahttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/mongo-db
Call Azure OpenAI On Your Data via Python and RESThttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/on-your-data
Use Azure OpenAI with Pinecone vector datahttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/pinecone
Convert text to speech with Azure OpenAI voiceshttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/text-to-speech-quickstart
Fine-tune gpt-4o-mini on Azure OpenAIhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/tutorials/fine-tune
Transcribe speech with Azure OpenAI Whisperhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/whisper-quickstart
Use Foundry SDK to deploy a model and chat apphttps://learn.microsoft.com/en-us/azure/foundry-classic/quickstarts/hub-get-started-code
Build a RAG chat app with Microsoft Foundry SDKhttps://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-build-rag

Deployment

TopicURL
Evaluate deployment options for Foundry Modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/concepts/deployments-overview
Deploy Foundry Models using Azure CLI and Bicephttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/create-model-deployments
Deploy Foundry Models via Microsoft Foundry portalhttps://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/deploy-foundry-models
Deploy a Microsoft Foundry hub using Bicephttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-hub-template
Provision a Foundry hub and project with Terraformhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-hub-terraform
Deploy models with managed compute in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-managed
Deploy models as serverless APIs in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless
Check region availability for serverless modelshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-availability
Create, configure, and deploy Foundry agents from VS Codehttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents
Run Foundry evaluations in Azure DevOps pipelineshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-azure-devops
Run Foundry evaluations in GitHub Actions pipelineshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-github-action
Deploy fine-tuned models via serverless API in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/fine-tune-serverless
Deploy prompt flows as managed online endpointshttps://learn.microsoft.com/en-us/azure/foundry-classic/how-to/flow-deploy
Deploy fine-tuned Azure OpenAI models in Foundryhttps://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-deploy
Check Microsoft Foundry feature availability by regionhttps://learn.microsoft.com/en-us/azure/foundry-classic/reference/region-support

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