azure-microsoft-foundry

Azure Microsoft Foundry Skill

This skill provides expert guidance for Azure 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: This file may be large. Use the Category Index below to locate relevant sections, then use read_file with specific line ranges (e.g., L136-L144) to read the sections needed for the user's question This skill requires network access to fetch documentation content. Use mcp_microsoftdocs:microsoft_docs_fetch to retrieve full articles.

• Fallback: Use the built-in WebFetch tool if the Microsoft Learn MCP server is not available.

Category Index

Category	Lines	Description
Troubleshooting	L31-L34	Known issues, error codes, limitations, and current workarounds for Microsoft Foundry features, deployments, integrations, and runtime behavior.
Best Practices	L36-L45	Best practices for configuring tools, prompts, system messages, vision models, fine-tuning, evaluation, and performance (latency/throughput) for Azure OpenAI agents in Foundry
Decision Making	L47-L73	Guides for choosing models, SDKs, deployment types, costs, and migrations (Azure OpenAI, GitHub Models, classic/preview) to design and upgrade Foundry-based AI solutions.
Architecture & Design Patterns	L75-L86	Architectural patterns for Foundry agents: standard setup, RAG/indexing, HA/DR, regional recovery, provisioned throughput, spillover traffic, and LLM routing optimization.
Limits & Quotas	L88-L102	Limits, quotas, rate limits, regions, timeouts, caching, and cost controls for Foundry agents, models, vector search, batch jobs, Sora video, RFT, and Azure OpenAI access.
Security	L104-L135	Security, identity, and compliance for Foundry: auth/RBAC, private networking, encryption/CMK, safety guardrails, policy/governance, data privacy, and secure tool/agent configuration.
Configuration	L137-L195	Configuring Foundry agents, models, tools, storage, safety/guardrails, tracing, evaluators, and Azure OpenAI/Fireworks integrations for deployment, monitoring, and advanced capabilities.
Integrations & Coding Patterns	L197-L261	Integrating Foundry agents and models with external apps, tools, and services: SDK usage, REST APIs, MCP/LangChain, search/speech/browsing tools, fine-tuning, realtime audio, safety, and evaluations.
Deployment	L263-L280	Deploying and managing Foundry agents/models: infra setup, container/hosted deployments, Azure/M365 publishing, IaC (Bicep/Terraform), CI/CD evals, and regional availability.

Troubleshooting

Topic	URL
Review known issues and workarounds for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues

Best Practices

Topic	URL
Apply tool configuration best practices for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice
Evaluate Foundry agents with built-in quality and safety tests	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 in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering
Apply prompt engineering techniques for vision-enabled GPT models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering
Fine-tune GPT-4 vision models with images	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

Decision Making

Topic	URL
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
Compare models with 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
Plan Microsoft Foundry rollout and environment strategy	https://learn.microsoft.com/en-us/azure/foundry/concepts/planning
Optimize model cost and performance with Ask AI	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance
Choose Foundry deployment types and data residency options	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
Manage model versioning and upgrade policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions
Choose Foundry partner and community models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners
Select Azure-sold Foundry Models by capabilities and regions	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure
Decide between GPT-5 and GPT-4.1 for your use case	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide
Upgrade workloads from GitHub Models to Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models
Use Foundry model leaderboard to compare and choose models	https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog
Choose appropriate Microsoft Foundry SDKs and endpoints	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview
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 current Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic
Decide and execute upgrade from 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 Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming
Review 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
Estimate and manage fine-tuning costs in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management
Estimate PTU costs and plan capacity for Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding
Migrate from preview to GA Realtime API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide

Architecture & Design Patterns

Topic	URL
Design standard agent setup with isolated resources	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup
Apply RAG and indexing patterns in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/retrieval-augmented-generation
Plan disaster recovery for Foundry Agent Service in standard mode	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery
Recover Foundry Agent Service from resource and data loss	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery
Recover Foundry Agent Service from regional platform outages	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery
Plan high availability and resiliency for Foundry projects and agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency
Use model router to optimize LLM routing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router
Plan provisioned throughput architecture for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput
Design spillover traffic management for provisioned deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management

Limits & Quotas

Topic	URL
Quotas, limits, and regions for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions
Use vector stores and file search limits in agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores
Implement function calling tools with run time limits	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Evaluation regions, rate limits, and VNet support	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network
Configure token rate limits and quotas for models	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models
Reference quotas and limits for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits
Review Sora video generation capabilities and constraints in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation
Use Azure OpenAI global batch processing efficiently	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch
Configure prompt caching and understand cache limits in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching
Use reinforcement fine-tuning with cost limits	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning
Azure OpenAI quotas, rate limits, and timeouts in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits
Understand limited access policy for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/limited-access

Security

Topic	URL
Configure agent identities and RBAC in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity
Configure 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 agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication
Use computer use tool securely for UI automation	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use
Govern MCP tools with an AI gateway in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance
Secure OpenAPI tools for Foundry agents with auth options	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi
Set up 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
Configure customer-managed keys for Microsoft Foundry encryption	https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal
Understand and apply RBAC roles 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
Manage Foundry compliance and security integrations	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security
Create guardrail policies for model deployments	https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy
Configure 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 Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link
Create custom Azure Policies to govern Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition
Disable preview features in Microsoft Foundry using tags and RBAC	https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features
Set up 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 definitions for Foundry model deployment	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy
Apply security best practices for Foundry MCP Server	https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices
Understand default guardrail safety policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies
Use safety system message templates for Azure OpenAI apps	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates
Author safety-focused system messages for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message
Apply safety evaluation to fine-tuned models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation
Data privacy and security for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security
Understand data privacy and security for Anthropic Claude in Foundry	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy
Implement copyright mitigations for Foundry OpenAI	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/customer-copyright-commitment
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
Manage and disable Grounding with Bing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing
Create and manage long-term memory in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage
Configure a private tool catalog with Azure API Center	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog
Configure custom MCP-based code interpreter environments	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter
Configure and use image generation tool in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation
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
Reference for all Foundry built-in evaluators	https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators
Evaluate AI agents with agent-specific evaluators	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators
Create and configure custom evaluators in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators
Configure general-purpose evaluators (coherence, fluency)	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/general-purpose-evaluators
Configure RAG evaluators for groundedness and completeness	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rag-evaluators
Configure risk and safety evaluators in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators
Use textual similarity evaluators and metrics	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/textual-similarity-evaluators
Enable AI Gateway with API Management in Foundry	https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal
Register custom agents with Foundry Control Plane	https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent
Configure synthetic data generation in Foundry	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation
Use Foundry Models endpoints and authentication correctly	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints
Generate text with Foundry Models using the Responses API	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses
Configure Azure Monitor for Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models
Deploy and invoke Anthropic Claude models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude
Configure Foundry guardrails and safety controls	https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails
Configure Task Adherence signals for agents	https://learn.microsoft.com/en-us/azure/foundry/guardrails/task-adherence
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 customer-managed storage to Foundry Speech and Language	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
Create and configure Microsoft Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects
Enable and configure Fireworks models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models
Import and deploy custom Fireworks models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models
Understand agent tracing and telemetry in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept
Monitor Foundry agents with the Agent Monitoring Dashboard	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard
Configure tracing for LangChain, LangGraph, and SK in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework
Set up OpenTelemetry tracing for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup
Use Azure OpenAI v1 API in Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle
Configure Prompt Shields for Foundry guardrails	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields
Enable and configure priority processing for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
Understand and configure DALL-E prompt transformation in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation
Call chat completion models with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt
Generate and edit images with Azure OpenAI image models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e
Run deep research with o3-deep-research via 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
Configure DPO fine-tuning for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization
Configure and use function calling with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling
Call vision-enabled chat models with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision
Enable and tune JSON mode for Azure OpenAI chat completions	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode
Configure and call Foundry model router via Chat API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router
Use predicted outputs to reduce Azure OpenAI latency	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs
Create and tune provisioned deployments in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started
Invoke Azure OpenAI reasoning models for complex tasks	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning
Use Azure OpenAI Responses API with tools and streaming	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses
Enforce JSON schema with structured outputs in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs
Configure web search tool in Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search
Work with Azure OpenAI model deployments in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models
Monitor Foundry OpenAI with Azure Monitor data	https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference

Integrations & Coding Patterns

Topic	URL
Implement agents, conversations, and responses via SDKs	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components
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 protocol	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-responses
Add and configure Agent2Agent endpoints as tools	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 Grounding with Bing Search tools in agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Automate web browsing with Browser Automation tool	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
Integrate Microsoft Fabric data agent with Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric
Configure file search tool and vector stores for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search
Connect Foundry agents to MCP servers via tools	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol
Ground Foundry agents with SharePoint content via API	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint
Configure and use the web search tool in agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search
Use Azure OpenAI graders in Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/azure-openai-graders
Run fine-tuning jobs with azd extension	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli
Configure Claude Code CLI and VS Code with Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code
Deploy and call DeepSeek-R1 in Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1
Apply Task Adherence checks in agent workflows	https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-task-adherence
Integrate third-party safety tools with Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations
Run batch cloud evaluations with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation
Integrate LangChain and LangGraph with Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain
Build LangGraph agents with Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents
Add Foundry long-term memory to LangChain apps	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory
Use LangChain with Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models
Trace LangChain apps with Foundry and Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces
Run AI Red Teaming Agent scans in cloud	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud
Run local AI Red Teaming scans with SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent
Integrate Foundry endpoints with external applications	https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps
Set up an Azure Key Vault connection for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection
Use Foundry MCP Server tools with example prompts	https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools
Build and register a custom MCP server for Foundry	https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server
Connect VS Code to Foundry MCP Server	https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started
Call Azure OpenAI audio models via API	https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart
Authoring operations for Foundry OpenAI REST API	https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview
Use groundedness detection with Foundry OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness
Integrate Codex CLI and VS Code with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex
Fine-tune Foundry models via SDK and REST	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning
Fine-tune tool calling behavior in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions
Integrate GPT Realtime API for low-latency audio	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio
Use GPT Realtime API over SIP	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip
Use GPT Realtime API over WebRTC	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc
Use GPT Realtime API over WebSockets	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets
Set up and secure Azure OpenAI webhooks in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Integrate with Azure OpenAI v1 REST API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/latest
Implement realtime audio events for Foundry OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference
Call Azure OpenAI inference REST APIs in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/reference
Use Foundry OpenAI preview inference REST API	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview
Call Foundry OpenAI v1 preview REST endpoints	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest
Build document search with Azure OpenAI embeddings API	https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings
Use Azure OpenAI Whisper for speech to text	https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart
Call Microsoft Foundry REST APIs for projects	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
Set up infrastructure for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup
Deploy Foundry agents as digital workers in Agent 365	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365
Deploy custom hosted agents to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent
Manage lifecycle of hosted agent deployments	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent
Publish Foundry agents as managed Azure resources	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-agent
Publish Foundry agents to Microsoft 365 Copilot and Teams	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot
Deploy containerized hosted agents to Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent
Deploy Foundry Models using Azure CLI and Bicep templates	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments
Deploy Foundry Models via Foundry portal for inference	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models
Deploy Microsoft Foundry resources using Bicep	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template
Provision Foundry with Terraform IaC templates	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform
Run Foundry evaluations in Azure DevOps pipelines	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops
Run Foundry evaluations in GitHub Actions CI	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action
Deploy fine-tuned models on Foundry hosting	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy
Check Foundry feature and model availability by region	https://learn.microsoft.com/en-us/azure/foundry/reference/region-support