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microsoft-foundry

Expert knowledge for Microsoft Foundry (aka Azure AI Foundry) development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building Foundry agents with MCP tools, Azure OpenAI/Claude, Agent 365, voice/telephony, or Terraform, and other Microsoft Foundry related development tasks. Not for Content Safety in Foundry Control Plane (use azure-content-safety), Azure Content Understanding in Foundry Tools (use azure-content-understanding), Azure Speech in Foundry Tools (use azure-speech), Microsoft Foundry Classic (use microsoft-foundry-classic).

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MicrosoftDocs/Agent-Skills

Works withSharePoint GitHub Azure Terraform OpenAI

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SKILL.md (original)

Review the instructions the agent will receive before you install.

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-L52	Diagnosing and fixing Foundry agent issues: health checks, publishing to Copilot/Teams, auth errors, training/eval failures, Azure OpenAI HTTP/webhook problems, debugging, tracing, and recovery.
Best Practices	L53-L73	Best practices for building, operating, and optimizing Foundry agents: prompts, tools, safety, routing, voice, evaluations, fine-tuning, reliability, performance, and production operations.
Decision Making	L74-L126	Guides for choosing models, deployments, networking, billing modes, and governance, plus planning migrations, lifecycle/retirement, DR, and rollout strategies for Microsoft Foundry and agents
Architecture & Design Patterns	L127-L134	Designing scalable, resilient Foundry agents: networking in BYO VNets, runtime/component choices, data isolation, shared sessions, auto-trigger routines, and toolbox search patterns.
Limits & Quotas	L135-L158	Quotas, limits, and rate controls for Foundry agents and models: token/TPM caps, sessions/timeouts, vector/durable stores, region support, and Azure OpenAI/Claude/Fireworks-specific limits.
Security	L159-L211	Securing Foundry agents and models: auth, RBAC, networking, isolation, guardrails, data privacy, compliance, and governance for tools, traces, MCP, Agent 365, and control plane.
Configuration	L212-L301	Configuring Microsoft Foundry: hosted agents, models, tools, networking, security, monitoring, evaluations, and integrations (Azure OpenAI, voice, MCP, storage, Terraform, and dev tools).
Integrations & Coding Patterns	L302-L395	Patterns and APIs for integrating Foundry agents and models with tools, data, voice/telephony, MCP, LangChain/LangGraph, Azure OpenAI, tracing, evaluations, and external/enterprise systems.
Deployment	L396-L423	Deploying and operating Foundry agents/models: infra setup (azd, Bicep, Terraform), CI/CD, regional/ACR options, long‑running/steerable agents, evaluations, healthcare models, and outage recovery.

Troubleshooting

Topic	URL
Check hosted agent project health with agent doctor	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-doctor
Troubleshoot Microsoft Foundry hosted agent issues	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/debug-hosted-agent
Troubleshoot publishing Foundry agents to Copilot and Teams	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/troubleshoot-publish-copilot
Resolve authorization errors for Foundry agents in Copilot	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/troubleshoot-publish-copilot-authorization
Troubleshoot Foundry interactive training errors	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/interactive-post-training/troubleshoot
Recover Foundry Agent Service from resource and data loss	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery
Debug Foundry agents with Agent Inspector in VS Code	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/vs-code-agent-inspector
Collect and analyze Foundry agent traces in VS Code	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/vs-code-tracing
Troubleshoot Foundry evaluation and observability issues	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting
Troubleshoot HTTP errors for Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/troubleshoot-errors
Set up and troubleshoot Azure OpenAI webhooks	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks
Resolve 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 usage best practices in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice
Apply best practices for Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-best-practice
Create evaluation datasets for Foundry agent optimizer	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/create-optimizer-dataset
Optimize instructions and prompts for Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/optimize-voice-agent-instructions
Recover long-running Foundry agents after crashes	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/recover-long-running-work
Steer in-flight turns for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/steer-hosted-agent
Use Task Adherence signals for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/guardrails/task-adherence
Use Foundry Skill prompts for common workflows	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/foundry-skills-scenarios-example-prompts
Fine-tune MedImageInsight Premium for medical imaging	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-medimageinsight-premium
Plan high availability and resiliency for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency
Use Insights to analyze Foundry agent behavior	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/agent-insights
Design effective system messages for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering
Understand and optimize Foundry model router behavior	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router-how-it-works
Apply safety system message templates in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates
Apply vision fine-tuning best practices in Foundry	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
Operate provisioned throughput deployments in production	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started

Decision Making

Topic	URL
Choose networking options for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/networking-options
Understand pricing for Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-pricing
Plan migration to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate
Decide and migrate to new Foundry agent model	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-agent-applications
Migrate from Voice Live to Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-from-voice-live
Choose the right web grounding tool for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview
Choose the right Microsoft Foundry capability	https://learn.microsoft.com/en-us/azure/foundry/concepts/capabilities
Use Foundry in Azure Government regions and endpoints	https://learn.microsoft.com/en-us/azure/foundry/concepts/foundry-azure-government
Plan general availability adoption of Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/general-availability
Compare Foundry models using benchmarks and leaderboards	https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks
Plan Microsoft Foundry rollout topology and governance	https://learn.microsoft.com/en-us/azure/foundry/concepts/planning
Estimate and manage Foundry fine-tuning costs	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/cost-management
Use Foundry to generate synthetic training data	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation
Understand interactive training options in Foundry	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/interactive-post-training/overview
Choose fine-tuning methods and tiers in Foundry	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/overview
Choose and compare Claude models in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models
Plan and understand Claude CCU billing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-billing
Compare Azure and Anthropic hosting for Claude models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-hosting-comparison
Choose Foundry model deployment types by scenario	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
Select Foundry deployment types in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov
Plan and execute model migration in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-migration
Manage model versioning and upgrade policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions
Choose and manage model version policies in Foundry Gov	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov
Choose partner and community Foundry 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
Choose Azure Government Foundry models by region and type	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-gov
Migrate applications from GitHub Models to Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models
Plan disaster recovery for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery
Use Foundry model leaderboard for selection	https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog
Choose Microsoft Foundry SDKs and project endpoints	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview
Select and use healthcare AI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/healthcare-ai-models
Choose and implement Foundry app integration patterns	https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps
Plan and execute migration from Foundry classic portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic
Upgrade Azure OpenAI resources to Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai
Choose content streaming mode for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming
Choose GPT Realtime Transcribe for low-latency streaming	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-realtime-whisper
Plan for Foundry model retirement and replacements	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule
Use Azure Government model retirement schedule for migrations	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule-gov
Plan around Foundry Models lifecycle and retirements	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements
Plan for Foundry model lifecycle in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements-gov
Enable and evaluate priority processing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
Decide when to use Azure OpenAI prompt transformation	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation
Choose PTU billing mode and manage costs	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput-billing
Identify retired Foundry models and alternatives	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models
Evaluate model router for quality, cost, and latency	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/evaluate-model-router
Choose and use Flex processing for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/flex-processing
Use model router with Foundry agents effectively	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router-agents
Size provisioned throughput units for Foundry workloads	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-sizing
Migrate from preview to GA GPT Realtime API protocol	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide

Architecture & Design Patterns

Topic	URL
Plan Foundry Agent Service networking in BYO VNet	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive
Design resilient long-running hosted agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-resilience
Set up standard agent resources with data isolation	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup
Design scalable tool search patterns for Foundry toolboxes	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-search

Limits & Quotas

Topic	URL
Evaluate agent optimizer cost and token usage	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-costs
Understand durable state store limits for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-state-store
Quotas and limits for Microsoft Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions
Understand vector store limits and expiration in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores
Manage Foundry hosted agents and lifecycle	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent
Manage hosted agent sessions and timeouts	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions
Use function calling with Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Evaluate Foundry with region support and rate limits	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network
Set AI Gateway token limits and quotas in Foundry	https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal
Configure token rate limits and quotas in Foundry Control Plane	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models
Understand Claude model quotas and rate limits in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-quotas-limits
Reference quotas and limits for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits
Compare Fireworks model catalog limits and regions	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/fireworks-model-catalog
Fine-tune and deploy CxrReportGen Premium with quotas	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-cxrreportgen-premium
Manage Foundry model deployment quotas and TPM limits	https://learn.microsoft.com/en-us/azure/foundry/how-to/quota
Manage provisioned throughput quotas for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput
Use Azure OpenAI global batch processing quotas	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch
Manage Azure OpenAI quota and rate limits in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/quota
Reference quotas and limits for Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits
Reference quotas and limits for Azure OpenAI in US Government	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits-gov

Security

Topic	URL
Integrate Foundry agents with Microsoft Agent 365	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-365-integration
Configure agent identities and RBAC in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity
Configure authentication for Agent2Agent tools in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication
Reference permissions for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-permissions
Set up secure environment for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup
Attach RAI guardrails to Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-hosted-agent-guardrails
Publish and secure Microsoft Foundry agent applications	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-applications
Configure Agent 365 data collection for Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent-365-data-collection
Assign Agent 365 observability app role in Entra	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/grant-agent-365-permissions
Isolate Microsoft Foundry hosted agent sessions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/isolate-sessions-per-user
Control and disable Grounding with Bing access	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing
Configure authentication for MCP servers in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication
Multiplex users safely in Foundry agent sessions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/multiplex-session-users
Migrate Foundry agent isolation keys to identities	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/pass-isolation-keys
Secure private container registries for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-registry-connections
Securely use the computer use tool in 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
Ground Foundry agents with SharePoint while preserving access controls	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint
Configure toolbox authentication for Microsoft Foundry tools	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-authentication
Configure network-isolated toolboxes for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox-network-isolation
Implement on-behalf-of flow for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-on-behalf-of-flow
Configure private networking for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks
Map elevated Azure roles to Foundry admin tasks	https://learn.microsoft.com/en-us/azure/foundry/concepts/administrator-guide
Configure authentication and RBAC for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry
Configure VNet support for Foundry evaluations	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-virtual-network
Configure RBAC roles and scopes 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 Foundry control plane	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security
Create and apply Foundry guardrail policies	https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy
Configure Entra ID keyless auth for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id
Understand default safety policies in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/default-safety-policies
Configure guided safety and security guardrails for agents	https://learn.microsoft.com/en-us/azure/foundry/guardrails/guided-set-up
Add Microsoft Foundry resources to network security perimeters	https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter
Create custom Azure Policies for Microsoft Foundry governance	https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition
Apply Foundry Content Safety middleware in LangChain	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware
Restrict preview features in Microsoft Foundry environments	https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features
Configure managed virtual networks for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network
Use built-in Azure Policies to govern Foundry model deployment	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy
Govern Foundry model router deployments with Azure Policy	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-router-policy
Apply security and governance to Foundry MCP Server tools	https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices
Control and govern trace data collection in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-data
Assign roles for Microsoft Foundry evaluation workflows	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-permissions
Configure Entra auth for Foundry trace ingestion	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-ingestion-entra-authentication
Restrict access to sensitive content in Foundry traces	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-sensitive-content
Design safety system messages for Azure OpenAI in Foundry	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
Configure 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 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 Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy

Configuration

Topic	URL
Define Foundry hosted agents with agent.yaml schema	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-yaml-reference
Configure hosted agents with azure.yaml in azd	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-yaml-reference
Configure capability hosts for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts
Implement hosted agent runtime contract in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-contract
Monitor and evaluate Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-observability
Add human-in-the-loop pauses to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-human-in-the-loop
Inspect local Foundry agents with Agent Inspector	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-inspector
Author azure.yaml configuration for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/author-azure-yaml
Configure Foundry project context for azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/cli-project-context
Configure and share Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent
Configure environment variables for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-env-variables
Configure OpenTelemetry export for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-telemetry
Configure Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-voice-agent
Configure Connected Foundry Models in Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/connected-models
Disable classic agents and assistants in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/disable-classic-agents
Configure private inbound connectivity for Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-inbound
Configure private outbound dependencies for Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-outbound
Initialize a hosted agent project with azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/init-agent-project
Install and verify azd Foundry AI extensions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/install-cli-foundry-extensions
Configure durable state for long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-task-state
Stream and filter logs for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/monitor-hosted-agent-logs
Configure a private skill catalog for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-skill-catalog
Create a private MCP tool catalog with API Center	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog
Publish Foundry agents to Microsoft 365 and Teams via REST	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot-virtual-network
Register external agents for Foundry observability	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/register-external-agent
Configure local run settings for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/run-hosted-agent-locally
Configure reconnectable streaming for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/stream-with-reconnect
Configure structured inputs for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs
Configure custom MCP code interpreter for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter
Author and manage skills for Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/skills
Configure and manage Microsoft Foundry toolboxes	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox
Configure and manage toolboxes for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox
Update Foundry hosted agent endpoints via azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-agent-endpoint-cli
Reconfigure model deployment for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-hosted-agent-model
Automate azd AI usage with coding agents and scripts	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-cli-with-coding-agents
Configure and manage Foundry agent routines	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-routines
Configure subagents within Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-subagent-voice-first-agent
Configure Foundry Agent Service with your own Azure resources	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources
Publish and share Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/voice-agent-channels-publish
Configure customer-managed keys for Foundry resources	https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal
Register and configure custom agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent
Configure Claude Code CLI and VS Code for Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code
Configure Claude Desktop to use Microsoft Foundry inference	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-desktop
Configure monitoring for Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models
Deploy and use FLUX image models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-flux
Configure and use MAI-Thinking-1 in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-thinking
Configure guardrails and controls in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails
Connect Microsoft Foundry to customer-managed storage	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry
Configure BYOS storage for Foundry Speech and Language	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services
Configure Private Link network isolation for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link
Configure and add connections in Microsoft Foundry	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
Provision Microsoft Foundry resources with Terraform	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform
Prepare a development environment for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk
Use Microsoft Foundry Skill with coding agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/use-microsoft-foundry-skill
Configure diagnostic logging for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/diagnostic-logging
Run evaluations from Microsoft Foundry portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app
View and analyze evaluation results in Foundry portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results
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
Configure health and performance alerts for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/stay-informed-service-health
Configure and run benchmark evaluations in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/benchmark-evaluations
Set up cloud evaluations with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation
Evaluate deployed interactions via Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-interactions
Retrieve and interpret Foundry cloud evaluation results	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-results
Use Foundry evaluation dataset schema and fields	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-schema
Prepare and structure Foundry evaluation datasets	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-datasets
Monitor Foundry agents with Agent Monitoring Dashboard	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard
Set up human evaluation for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation
Configure end user feedback logging with OpenTelemetry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/log-end-user-feedback
Analyze agent traces with Trace Replay in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-replay
Set up tracing for AI agents with Application Insights	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup
Convert Foundry agent traces into evaluation datasets	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-to-dataset
Configure and run evaluations for a hosted agent	https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-evaluate-hosted-agent
Configure and use Azure OpenAI v1 API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle
Configure groundedness detection for RAG in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness
Configure GPT-Live events and session settings	https://learn.microsoft.com/en-us/azure/foundry/openai/gpt-live-reference
Automate Azure OpenAI deployments and TPM quota settings	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/automate-quota-deployments
Configure Azure OpenAI image generation models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e
Configure GPT-Live delegation and client actions	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-live-delegation
Configure and use model router in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router
Inspect model router metadata for routing analysis	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/monitor-model-router
Create and manage reusable skills for Responses API shell	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/skills
Configure spillover traffic management for provisioned Azure OpenAI deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management
Monitor Azure OpenAI Foundry with Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference
Configure Azure OpenAI Realtime API events in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference

Integrations & Coding Patterns

Topic	URL
Use long-running AgentServer SDK APIs for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-reference
Add Responses or Invocations protocol adapters to hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-protocol-adapter
Connect enterprise AI gateways to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway
Build real-time voice agents with Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/build-voice-agent
Cancel in-flight turns on hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/cancel-hosted-agent-turn
Connect Foundry agents to Foundry IQ knowledge bases	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect
Validate private agentic retrieval with Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-retrieval
Invoke Microsoft Foundry hosted agents with azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/invoke-hosted-agent
Enable agent optimizer integration for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/make-agent-optimizer-ready
Send image input to Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/send-image-input-voice-agent
Integrate Foundry agents with remote A2A agent endpoints	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
Integrate Azure Functions as tools for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions
Use Bing Search grounding tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Automate web browsing with Foundry 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
Add managed connector MCP servers to agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/connectors
Use Microsoft Fabric data agent with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric
Connect Foundry agents to Fabric IQ data	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric-iq
Configure file search tool for Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search
Use Foundry image generation tool in agent workflows	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
Connect OpenAPI tools to Foundry agents securely	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi
Use reminder_preview tool for self-scheduling agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/reminder-tool
Connect hosted agents to toolboxes via MCP	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/use-toolbox-hosted-agent
Use the Foundry web search tool with agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search
Connect Foundry agents to Microsoft 365 via Work IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/work-iq
Connect telephony channels to Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/voice-agent-telephony-channels
Connect Foundry IQ knowledge base to hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-foundry-iq-hosted-agent
Call Foundry Responses API to build agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/responses-api
Map interactive training loops to Foundry Python SDK	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/interactive-post-training/sdk-cheatsheet
Generate text with Foundry Models via Responses API	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses
Deploy and call Hugging Face models in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/hugging-face-models
Call Foundry reasoning models via Chat Completions	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-chat-reasoning
Deploy and integrate Claude models with Foundry apps	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude
Deploy and call Grok 4.7 with Foundry APIs	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-grok
Deploy and call MAI image models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-image
Deploy and call Microsoft-Decision-1 in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-microsoft-decision
Deploy and call DeepSeek reasoning models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1
Integrate third-party safety guardrails with Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations
Route Foundry managed network traffic to on-premises	https://learn.microsoft.com/en-us/azure/foundry/how-to/access-on-premises-resources
Deploy LoRA adapters on Foundry managed compute	https://learn.microsoft.com/en-us/azure/foundry/how-to/deploy-lora-managed-compute
Host Microsoft Agent Framework agents on Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/framework-hosted-agents
Integrate LangChain/LangGraph with Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain
Integrate LangGraph and LangChain with Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents
Host LangGraph agents on Foundry hosted agent service	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-hosted-agents
Use Foundry Memory with LangChain and LangGraph	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory
Integrate LangChain with Microsoft Foundry models	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models
Use Foundry Toolbox tools in LangChain agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-toolbox
Emit OpenTelemetry traces from LangChain apps to Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces
Run AI Red Teaming Agent scans locally	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent
Fine-tune premium healthcare AI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-premium-healthcare-models
Migrate Azure AI Inference SDK calls to OpenAI SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration
Set up Azure Key Vault connections for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection
Build a voice-first agent using a hosted agent	https://learn.microsoft.com/en-us/azure/foundry/how-to/voice-first-with-hosted-agent
Use Foundry MCP Server tools and example prompts	https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools
Integrate custom MCP servers with Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server
Evaluate datasets with Foundry SDK cloud evaluations	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-datasets
Evaluate models and agents with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-targets
Use admin-connected models in Foundry evaluations	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-admin-connected-models
Instrument Foundry agents with client-side OpenTelemetry tracing	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-client-side
Configure OpenTelemetry tracing for AI agent frameworks	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework
Instrument hosted agents with OpenTelemetry tracing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-tracing-hosted-agent
Use Azure OpenAI audio completions API	https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart
Implement Azure OpenAI chat completions in apps	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt
Call o3-deep-research via Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research
Fine-tune Azure OpenAI tool calling behavior	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions
Use function calling with Foundry chat models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling
Connect and stream audio with GPT-Live WebSockets	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-live
Call Azure OpenAI vision-enabled chat models via API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision
Configure JSON mode responses for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode
Optimize latency with predicted outputs in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs
Integrate GPT Realtime API for speech and audio	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio
Integrate GPT Realtime API using SIP	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip
Connect GPT Realtime API via 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
Use Azure OpenAI Responses API with tools and agents	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses
Use Responses API with auto and direct routing	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-model-routing
Implement multi-agent orchestration with Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-multi-agent
Run shell commands with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/shells
Define and use structured outputs with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs
Use tool search with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/tool-search
Use Azure OpenAI Responses API web_search tool	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search
Use WebSocket mode with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/websockets
Use Azure OpenAI image and audio REST APIs (GA)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference
Use Azure OpenAI image and audio REST APIs (preview)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview
Use Azure OpenAI image, audio, and video REST APIs (preview)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest
Use Azure OpenAI SDKs across supported languages	https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages
Use Azure OpenAI transcription models for speech to text	https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart

Deployment

Topic	URL
Check Foundry Agent Service features in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-government
Develop and deploy agents with Azure Developer CLI	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-agent-development
Understand azd infrastructure for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-infrastructure
Deploy containerized Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent
Deploy Foundry hosted agents with private Azure Container Registry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-private-azure-container-registry
Promote Foundry hosted agents to production	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-production
Deploy Foundry hosted agents using Terraform	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-terraform
Deploy crash-resilient long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-resilient-agent
Deploy steerable long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-steerable-agent
Migrate Foundry hosted agents to latest backend	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-hosted-agent-preview
Set up CI/CD for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/set-up-ci-cd-cli
Deploy a hosted agent with browser automation	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation-hosted-agent-quickstart
Set up GitHub Actions CI/CD for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/set-up-cicd-hosted-agent
Deploy fine-tuned models on Foundry runtimes	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/deploy-fine-tuned-models
Select Foundry model deployments by Azure region	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability
Deploy Foundry model endpoints with CLI and Bicep	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments
Recover Foundry Agent Service from regional platform outages	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery
Deploy Microsoft Foundry resources using Bicep templates	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template
Deploy open-source models on Foundry managed compute	https://learn.microsoft.com/en-us/azure/foundry/how-to/deploy-models-managed
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 Foundry agent evaluations in Azure DevOps	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops
Run Foundry agent evaluations in GitHub Actions	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action
Deploy CxrReportGen Premium healthcare model in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-cxrreportgen-premium
Deploy MedImageInsight Premium healthcare model in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-medimageinsight-premium
Run Foundry agent evaluations with azd CLI	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/azure-developer-cli-evaluation

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azure-advisor

Free

Expert knowledge for Azure Advisor development including best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing Advisor alerts, digests, recommendation states, Resource Graph queries, or RBAC access, and other Azure Advisor related development tasks. Not for Cost Management (use azure-cost-management), Azure Monitor (use azure-monitor), Azure Policy (use azure-policy), Azure Security (use azure-security).

The English summary is being prepared. Showing the original description.

MicrosoftDocs/Agent-Skills786Updated Oct 19, 2026

azure-ai-vision

Free

Expert knowledge for Azure AI Vision development including decision making, limits & quotas, configuration, integrations & coding patterns, and deployment. Use when using Image Analysis, Read OCR containers, smart-crop thumbnails, background removal, or video frame analysis, and other Azure AI Vision related development tasks. Not for Azure AI Custom Vision (use azure-custom-vision), Azure AI Video Indexer (use azure-video-indexer), Azure AI Document Intelligence (use azure-document-intelligence), Azure AI Immersive Reader (use azure-immersive-reader).

The English summary is being prepared. Showing the original description.

MicrosoftDocs/Agent-Skills786Updated Oct 19, 2026

azure-aks-edge-essentials

Free

Expert knowledge for Azure Kubernetes Service Edge Essentials development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when deploying AKS Edge/Hybrid with Arc, Azure Local, GitOps, IoT/OPC/ONVIF, or Key Vault-integrated workloads, and other Azure Kubernetes Service Edge Essentials related development tasks. Not for Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure IoT Edge (use azure-iot-edge), Azure Stack Edge (use azure-stack-edge), Azure Container Apps (use azure-container-apps).

The English summary is being prepared. Showing the original description.

MicrosoftDocs/Agent-Skills786Updated Oct 19, 2026

azure-analysis-services

Free

Expert knowledge for Azure Analysis Services development including troubleshooting. Use when resolving server connectivity, firewall/VNet, DNS, client connection, or network error issues, and other Azure Analysis Services related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure SQL Database (use azure-sql-database), Azure SQL Managed Instance (use azure-sql-managed-instance), SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines).

The English summary is being prepared. Showing the original description.

MicrosoftDocs/Agent-Skills786Updated Oct 19, 2026

azure-anyscale-on-azure

Free

Expert knowledge for Azure Anyscale On Azure development including limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when registering AKS as Anyscale clouds, wiring ACR images, enabling Private Link/RBAC, ARM-based deployments, or region checks, and other Azure Anyscale On Azure related development tasks. Not for Azure Databricks (use azure-databricks), Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure Machine Learning (use azure-machine-learning), Azure HDInsight (use azure-hdinsight).

The English summary is being prepared. Showing the original description.

MicrosoftDocs/Agent-Skills786Updated Oct 19, 2026

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Install

Install with a command

npx skills add https://github.com/MicrosoftDocs/Agent-Skills --skill microsoft-foundry

Paste it into your terminal and run it (requires Node.js). You can choose which agents to install it for, such as Claude Code or Codex.

Ask your agent

Please install the following Agent Skill.
https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/microsoft-foundry

First review SKILL.md and the bundled files and confirm there is nothing suspicious (such as sending data externally or reading credentials). Then place it in ~/.claude/skills/microsoft-foundry/ for Claude Code, or ~/.agents/skills/microsoft-foundry/ for Codex.

Send this text to Claude Code or Codex as is. It checks the contents before installing.

View source on GitHub

Repository: MicrosoftDocs/Agent-Skills
Stars: 786
Forks: 128
Category: Testing & Security
License: CC-BY-4.0
Original language: English
Last updated: Oct 19, 2026

A skill is a set of instructions and scripts for an agent. cccskills does not guarantee that skills are safe. Review the contents before you install.