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-L41	Known Microsoft Foundry bugs, error codes, limitations, and their workarounds, plus steps to diagnose and resolve common platform and deployment issues.
Best Practices	L42-L53	Best practices for configuring tools, prompts, system messages, evaluation, fine-tuning (incl. vision), and optimizing performance/latency for Azure OpenAI/Foundry agents
Decision Making	L54-L86	Guidance on choosing and upgrading Foundry models, tools, and deployments, planning migrations (Azure OpenAI, GitHub Models, Assistants), and optimizing cost, performance, and versioning strategies.
Architecture & Design Patterns	L87-L98	Architectural patterns for Foundry agents: standard setup, RAG/indexing, HA/DR, regional recovery, provisioned throughput, spillover traffic, and LLM routing optimization.
Limits & Quotas	L99-L112	Quotas, rate limits, regions, and cost controls for Foundry agents, models, vector stores, evals, batch jobs, prompt caching, Azure OpenAI usage, and limited-access policies.
Security	L113-L145	Security, privacy, and governance for Foundry: auth/RBAC, keys and encryption, network isolation, guardrails/safety, compliance, and secure use of tools, agents, and model connections
Configuration	L146-L193	Configuring Foundry agents, models, tools, storage, monitoring, security/guardrails, and Azure OpenAI integrations, including workflows, tracing, evaluations, and external resource setup.
Integrations & Coding Patterns	L194-L261	Patterns and APIs for integrating Foundry agents and models with tools, gateways, LangChain/LangGraph, Azure OpenAI, search, speech, image, tracing, security, and external services.
Deployment	L262-L278	Deploying agents and models: infra setup, Bicep/CLI/portal deployment, publishing to M365/Teams/Azure, lifecycle management, CI/CD evaluations, regions, and custom/fine-tuned models.

Troubleshooting

Topic	URL
Troubleshoot Microsoft Foundry known issues and workarounds	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 Azure AI agents with task-specific metrics	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators
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 from Assistants API to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate
Use Bing grounding tools with agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Choose web grounding tools for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview
Use Foundry model benchmarks and leaderboards for selection	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 Foundry 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 options	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
Choose Foundry deployment types in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov
Manage model versioning and upgrade policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions
Decide on model versioning and upgrade policies in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov
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
Select Foundry models sold by Azure in Government	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-gov
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 integration patterns for Microsoft Foundry APIs	https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps
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 Foundry portal	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
Manage Azure OpenAI model deprecations in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements
Enable and choose priority processing for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
Estimate and manage fine-tuning costs in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management
Plan PTU costs and capacity for Foundry models	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
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
Evaluation rate limits and region support in Foundry	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
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
Reference Azure OpenAI quotas and limits 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
Understand and govern agent identities 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 Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication
Configure computer use tool securely for agents	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
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 Link network isolation for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link
Configure and manage Microsoft Foundry connections	https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add
Create custom Azure Policies to govern Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition
Apply Azure AI Content Safety in LangChain agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware
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
Secure Foundry MCP Server with RBAC and policies	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
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
Configure and manage 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 structured inputs for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs
Configure custom MCP-based code interpreter runtime	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter
Configure file search tool for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search
Configure and use web search tool in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search
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
Configure AI Gateway token controls 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
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 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
Provision Microsoft Foundry resources using Terraform	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform
Configure cloud-based evaluations with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation
Enable and use Fireworks models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models
Connect VS Code to Foundry MCP Server	https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started
Configure Foundry Agent Monitoring Dashboard and metrics	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard
Configure tracing for LangChain and other AI agent frameworks	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework
Configure tracing for AI agents in Microsoft Foundry	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 model security	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields
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
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
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
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
Use agents, conversations, and responses in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components
Integrate enterprise AI gateways with 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
Connect Foundry agents to external A2A endpoints	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent
Connect Azure AI Search indexes to 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
Integrate Azure Functions as tools for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions
Use Browser Automation tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation
Enable Code Interpreter tool for 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
Use function calling tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Use image generation tool in Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation
Connect Foundry agents to MCP servers	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol
Connect OpenAPI tools to Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi
Integrate Foundry agents with SharePoint content	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint
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
Integrate FLUX image generation models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-flux
Deploy and call MAI-Image-2 in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai
Deploy and call DeepSeek-R1 in Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1
Integrate third-party safety tools with Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations
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 models with Microsoft Foundry	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
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 and prompts	https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools
Build and register custom MCP server for Foundry	https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server
Add OpenTelemetry client-side tracing to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-client-side
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
Call Foundry model router via Chat Completions API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router
Implement GPT Realtime audio with Azure OpenAI	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
Call Azure OpenAI reasoning models via Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning
Use web_search tool with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search
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 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 templates	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template
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
Import and deploy custom Fireworks models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models
Deploy fine-tuned models on Foundry hosting	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy
Check Microsoft Foundry feature availability by region	https://learn.microsoft.com/en-us/azure/foundry/reference/region-support