Azure microsoft foundry

Skill ComeOnOliver/skillshub/skills/MicrosoftDocs/Agent-Skills/azure-microsoft-foundry

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SKILL.md

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Microsoft Foundry Skill

This skill provides expert guidance for Microsoft Foundry. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

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

This skill requires network access to fetch documentation content:

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

Category Index

Category	Lines	Description
Troubleshooting	L37-L42	Troubleshooting Foundry issues: Azure Marketplace purchase/deployment problems, recovering Agent Service after data/resource loss, and known platform bugs with workarounds.
Best Practices	L43-L56	Best practices for prompts, tools, safety, evals, latency/cost, synthetic data, and fine-tuning so you can design, optimize, and operate high‑quality Foundry AI agents
Decision Making	L57-L82	Guides for choosing models, deployment types, data isolation, and upgrades, plus migration paths, cost/capacity planning, and feature availability across Foundry and Azure OpenAI.
Architecture & Design Patterns	L83-L88	Designing resilient Foundry solutions, including high availability patterns, redundancy, and disaster recovery strategies for Foundry Agent Service and project architectures.
Limits & Quotas	L89-L105	Quotas, rate limits, timeouts, and capacity constraints for Foundry agents, models, vector stores, evals, batch jobs, fine-tuning, Sora, and Azure OpenAI, plus how to request more.
Security	L106-L135	Security, identity, and compliance for Foundry: auth (Entra ID, keyless, tools/MCP), RBAC and policies, networking/isolation, data privacy, safety settings, and secure agent/model configuration.
Configuration	L136-L185	Configuring and operating Foundry agents and models: hosting, workflows, tools, memory, evaluators, safety/guardrails, storage, monitoring, tracing, red teaming, and Azure OpenAI integration.
Integrations & Coding Patterns	L186-L252	Integrating Foundry models and agents into apps via SDKs/APIs, wiring tools/data sources (Search, SharePoint, MCP, LangChain, audio), and configuring tracing, fine-tuning, and Azure OpenAI features.
Deployment	L253-L268	Deploying and automating Foundry agents/models: hosting options (containerized, provisioned, fine-tuned), publishing to M365/Teams, CI/CD, Terraform, MCP servers, and outage recovery.

Troubleshooting

Topic	URL
Recover Foundry Agent Service from resource and data loss	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery
Review Microsoft Foundry known issues and workarounds	https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues

Best Practices

Topic	URL
Apply tool usage best practices for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice
Generate synthetic training data in Foundry (Preview)	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation
Evaluate Foundry AI agents with built-in evaluators	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent
Optimize Foundry agent prompts with Prompt Optimizer	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/prompt-optimizer
Design effective system messages for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering
Apply safety system message templates for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates
Fine-tune GPT-4o and GPT-4.1 with vision data	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision
Optimize Azure OpenAI latency and throughput in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency
Reduce cost and latency with prompt caching	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching
Apply responsible AI practices in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/responsible-use-of-ai-overview

Decision Making

Topic	URL
Choose and configure standard agent setup for data isolation	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup
Migrate to the new Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate
Choose the right web grounding tool for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview
Plan general availability adoption of Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/general-availability
Compare models using Foundry benchmarks and leaderboards	https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks
Plan for Foundry model deprecation and retirement	https://learn.microsoft.com/en-us/azure/foundry/concepts/model-lifecycle-retirement
Use Ask AI to optimize model cost and performance	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance
Choose Foundry deployment types and data residency	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
Choose and manage model versioning policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions
Decide between GPT-5 and GPT-4.1 in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide
Upgrade from GitHub Models to Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models
Select models with Foundry model leaderboard comparison	https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog
Enable and choose Fireworks models within Microsoft Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models
Migrate from Azure AI Inference SDK to OpenAI SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration
Plan migration from classic to new Foundry portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic
Decide when and how to upgrade Azure OpenAI to Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai
Use Ask AI to upgrade or switch Foundry models	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade
Choose content streaming and filtering modes in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming
Enable and use priority processing for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
Plan PTU costs and capacity for Foundry provisioned throughput	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding
Migrate from Realtime API preview to GA protocol	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide
Check Microsoft Foundry feature availability by cloud region	https://learn.microsoft.com/en-us/azure/foundry/reference/region-support

Architecture & Design Patterns

Topic	URL
Plan disaster recovery strategy for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery
Design high availability and resiliency for Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency

Limits & Quotas

Topic	URL
Review quotas and limits for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions
Understand vector store ingestion limits and policies	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores
Use function calling tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Review evaluation rate limits and regional support	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network
Capabilities and constraints of partner Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners
Quotas, rate limits, and timeouts for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits
Manage and request quota increases for Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/how-to/quota
Reference retired Azure OpenAI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/legacy-models
Track Azure OpenAI model deprecations and retirements	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements
Understand Sora video generation capabilities and limits	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation
Run large-scale jobs with Azure OpenAI Batch API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch
Understand RFT fine-tuning training cost limits	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning
Review Azure OpenAI quotas and limits in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits

Security

Topic	URL
Manage Foundry agent identities with Entra ID	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity
Choose authentication methods for Agent2Agent tools	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication
Configure authentication for MCP servers in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication
Publish Microsoft Foundry agents with secure access	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-agent
Use computer use tool securely with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use
Govern MCP tools via AI gateway and API Management	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance
Configure private networking for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks
Configure authentication and authorization for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry
Use customer-managed keys with Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal
Apply role-based access control in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry
Govern Foundry agent infrastructure as Entra admin	https://learn.microsoft.com/en-us/azure/foundry/control-plane/govern-agent-infrastructure-entra-admin
Configure compliance and security for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security
Securely configure Claude Code with Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code
Set up keyless Entra ID authentication for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id
Add Microsoft Foundry resources to a network security perimeter	https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter
Configure private endpoint network isolation for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link
Create custom Azure Policy definitions for Foundry resources	https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition
Restrict Foundry preview features with tags and RBAC	https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features
Enable managed virtual networks for Microsoft Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network
Use built-in Azure Policy to govern Foundry model deployment	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy
Apply security best practices to Foundry MCP Server	https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices
Understand default safety policies for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies
Configure safety system messages in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message
Review data privacy and security for Azure AI Agent Service	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security
Understand data privacy and security for Claude models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy
Understand data privacy and security for Azure Direct Models	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy

Configuration

Topic	URL
Configure capability hosts for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts
Enable and control Grounding with Bing for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing
Manage lifecycle configuration for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent
Configure and manage Foundry agent long-term memory	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage
Create and configure a private tool catalog in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog
Configure custom code interpreter runtime for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter
Configure Foundry Agent Service to use existing Azure resources	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources
Configure declarative agent workflows in VS Code	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code
Create and deploy hosted Foundry agent workflows	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-pro-code
Configure and use Foundry built-in evaluators	https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators
Configure agent evaluators for Azure AI agents	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators
Use Azure OpenAI graders in Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/azure-openai-graders
Create custom evaluators in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators
Configure general-purpose evaluators for AI quality	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/general-purpose-evaluators
Configure RAG evaluators for relevance and grounding	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rag-evaluators
Apply risk and safety evaluators in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators
Use textual similarity evaluators in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/textual-similarity-evaluators
Enable and configure AI Gateway token governance	https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal
Configure token rate limits and quotas in Foundry	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models
Configure and use Microsoft Foundry Models inference endpoints	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints
Configure Azure Monitor for Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models
Configure guardrails and controls in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails
Configure bring-your-own storage for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry
Bind custom storage to Speech and Language in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services
Add and configure connections in Microsoft Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add
Configure and run AI Red Teaming Agent scans in Foundry cloud	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud
Run local AI Red Teaming Agent scans	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent
Import and configure custom model weights in Foundry using Fireworks runtime	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models
Configure Azure Key Vault connections for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection
Connect VS Code to Foundry MCP Server	https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started
Understand and configure agent tracing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept
Configure and interpret Foundry Agent Monitoring Dashboard	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard
Set up human evaluation workflows for agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation
Set up tracing for AI agents in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup
Use groundedness detection for RAG in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness
Configure Prompt Shields for Foundry deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields
Configure OpenAI image generation models in Azure	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e
Use vision-enabled chat models in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision
Configure JSON mode for Azure OpenAI chat completions	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode
Configure and call model router in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router
Configure predicted outputs to reduce chat completion latency	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs
Use GPT Realtime API for low-latency speech in Azure	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio
Stream GPT Realtime audio via WebRTC in Azure	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc
Configure spillover traffic management for provisioned deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management
Manage Azure OpenAI models in Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models
Reference metrics and logs for Azure OpenAI monitoring	https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference

Integrations & Coding Patterns

Topic	URL
Use agents, conversations, and responses via SDKs	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components
Configure and use tools in Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-catalog
Connect enterprise AI gateways to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway
Connect Foundry agents to Foundry IQ knowledge bases	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect
Invoke Foundry agent applications via Responses API	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-responses
Add Agent2Agent endpoints for cross-agent calls	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent
Connect Azure AI Search indexes to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search
Integrate Azure Speech MCP tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech
Use Bing grounding tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Automate browser workflows with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation
Use Code Interpreter tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter
Connect Microsoft Fabric data agent to Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric
Configure file search tool for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search
Use image generation tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation
Connect Foundry agents to MCP server endpoints	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol
Integrate OpenAPI tools with Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi
Ground Foundry agents with SharePoint content	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint
Configure web search tool in Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search
Use azd fine-tuning extension for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli
Generate text with Foundry Models using the Responses API	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses
Deploy and call Claude models via Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude
Run cloud batch evaluations with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation
Integrate LangChain and LangGraph with Microsoft Foundry via langchain-azure-ai	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain
Build LangGraph and LangChain agents with Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents
Add long-term Foundry Memory to LangChain and LangGraph apps	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory
Use LangChain with OpenAI-compatible models deployed in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models
Trace LangChain and LangGraph apps with Foundry and Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces
Select and use Microsoft Foundry SDKs and endpoints for models and agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview
Integrate Microsoft Foundry endpoints into external apps	https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps
Use Foundry MCP Server tools with example prompts	https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools
Configure OpenTelemetry tracing for popular agent frameworks	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework
Use Azure OpenAI v1 API in Microsoft Foundry for cross-provider model calls	https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle
Get started with Azure OpenAI audio generation	https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart
Authoring preview REST API for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview
Call chat completion models with the Foundry API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt
Use Codex CLI and VS Code with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex
Use o3-deep-research with the Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research
Generate and use embeddings with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/embeddings
Fine-tune Foundry models via Python, REST, and portal	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning
Implement function calling with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling
Connect GPT Realtime audio via SIP in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip
Use Azure OpenAI GPT Realtime audio via WebSockets	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets
Use Azure OpenAI reasoning models for complex problem-solving	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning
Integrate with Azure OpenAI Responses API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses
Enforce structured outputs with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs
Enable web search tool in the Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search
Configure Azure OpenAI webhooks in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Azure OpenAI v1 REST API reference for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Use realtime audio events with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference
Use Azure OpenAI inference REST endpoints	https://learn.microsoft.com/en-us/azure/foundry/openai/reference
Azure OpenAI preview REST API reference	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview
Use Azure OpenAI v1 preview REST API	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest
Build document search using embeddings API tutorial	https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings
Call Microsoft Foundry REST APIs programmatically	https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project
Use Microsoft Foundry Project REST API preview	https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project-rest-preview

Deployment

Topic	URL
Deploy Foundry hosted agents as Agent 365 digital workers	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365
Deploy containerized hosted agents with Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent
Publish Foundry agents to Microsoft 365 Copilot and Teams	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot
Deploy a containerized hosted agent to Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent
Deploy Foundry Models with Azure CLI and Bicep	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments
Deploy Foundry Models using the Foundry portal	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models
Recover Foundry Agent Service from regional platform outages	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery
Automate Microsoft Foundry deployment using Terraform	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform
Integrate Foundry evaluations into Azure DevOps	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops
Integrate Foundry evaluations into GitHub Actions	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action
Build and deploy custom MCP servers for Foundry	https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server
Deploy and host fine-tuned models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy
Create and manage provisioned deployments in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started