microsoftdocs/agent-skills223 installs

microsoft-foundry

Q: How do I install this agent skill?

Run npx skills add https://github.com/microsoftdocs/agent-skills --skill microsoft-foundry.

Q: Is this agent skill safe to install?

Review the displayed partner audits, complete source, permissions, dependencies, and exact revision before installing.

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 Azure OpenAI, AI Gateway, MCP tools, Entra auth, or BYO VNet networking, 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).

How do I install this agent skill?

npx skills add https://github.com/microsoftdocs/agent-skills --skill microsoft-foundry

view source ↗

Is this agent skill safe to install?

Gen Agent Trust Hubpass
This skill provides documentation and guidance for Microsoft Foundry. It fetches external content from official Microsoft domains, which is a standard functionality but introduces a minor risk related to processing external data.
Socketpass
No alerts
Snykpass
Risk: LOW · No issues
ZeroLeakspass
Score: 93/100 · 2 sections analyzed

What does this agent skill do?

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-L49	Diagnosing and fixing Foundry agent issues: health checks, publishing to Copilot/Teams, auth errors, data loss recovery, evaluation/observability, Azure OpenAI HTTP/webhook errors, and known workarounds.
Best Practices	L50-L72	Best practices for building, operating, and optimizing Foundry agents and Azure OpenAI (voice, tools, routing, prompts, safety, HA, performance, monitoring, fine-tuning, and recovery).
Decision Making	L73-L121	Planning and decision guides for models, agents, networking, costs, migrations, lifecycle/retirement, regions (incl. Gov), and choosing the right Foundry capabilities, SDKs, and integrations
Architecture & Design Patterns	L122-L131	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	L132-L154	Quotas, limits, and cost controls for agents, models, vector/durable stores, AI Gateway, Azure OpenAI, rate/TPM caps, sessions/timeouts, and region-specific capacity.
Security	L155-L208	Security, identity, and governance for Foundry: auth/RBAC, Entra, networking, isolation, guardrails, data privacy, trace control, and secure integration of agents, tools, and MCP servers.
Configuration	L209-L306	Configuring Microsoft Foundry agents, projects, models, networking, storage, security, monitoring, evaluations, and tooling (azd, Claude, Azure OpenAI) for deployment and operations
Integrations & Coding Patterns	L307-L403	Patterns and APIs for integrating Foundry agents and models with tools, MCP, voice/telephony, search, evaluations, OpenTelemetry, Azure OpenAI/Responses, and external frameworks like LangChain.
Deployment	L404-L431	Deploying and operating Foundry agents and models: infrastructure (azd, Bicep, Terraform), CI/CD, regional/DR setup, container/registry config, evaluations, and healthcare/open-source model deployments.

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
Recover Foundry Agent Service from resource and data loss	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery
Troubleshoot Microsoft Foundry evaluation and observability	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
Monitor and evaluate Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-observability
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
Generate synthetic training data in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation
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 best practices for vision fine-tuning	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision
Use Flex processing with Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/flex-processing
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
Understand and use Foundry agent optimizer	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-overview
Choose networking options for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/networking-options
Estimate and manage costs for Microsoft Foundry voice agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-pricing
Migrate Assistants and classic agents to Foundry	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
Decide and 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
Select appropriate 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 capability and region	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 endpoints for projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview
Migrate declarative Foundry workflows to Agent Framework code	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/vs-code-agents-workflow-low-code
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 GPT Realtime Transcribe for low-latency streaming	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-realtime-whisper
Plan around 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
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
Estimate and manage fine-tuning costs in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management
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
Choose runtime components for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components
Set up standard agent resources with data isolation	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup
Pool multiple users onto shared Foundry agent sessions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/multiplex-session-users
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
Review quotas and limits for 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
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
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
Use reinforcement fine-tuning with cost safeguards	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning
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
Understand Foundry Agent Service data handling and access	https://learn.microsoft.com/en-us/azure/foundry/agents/faq
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
Configure user isolation for 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
Use isolation keys for Foundry hosted agent partitioning	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
Apply safety and security guardrails in Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview
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
Secure sensitive Microsoft Foundry trace data with RBAC	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-sensitive-content
Understand default Guardrail safety policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies
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
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 hosted 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 agent endpoints	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 agent settings	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
Configure optimizer evaluation datasets and evaluators	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/create-optimizer-dataset
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
Create and manage memory stores in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage
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
Configure public Activity Protocol endpoint for Foundry agents	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, version, and attach skills in 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
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
Deploy and use Grok models with Foundry APIs	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-grok
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 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 Speech and Language in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services
Configure Foundry agent capability storage resources	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-capability-settings
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 conversation datasets at turn and session level	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-conversations
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
Evaluate Microsoft Foundry AI agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent
Use Foundry evaluation dataset schema and fields	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-schema
Generate synthetic evaluation datasets in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-synthetic
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
Annotate Foundry traces with human feedback signals	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-annotations
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 content streaming and filters in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming
Configure priority processing for Foundry model deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
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 direct preference optimization fine-tuning	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization
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
Integrate real-time voice 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 Azure Developer CLI	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
Integrate Foundry agents with remote A2A agent endpoints	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent
Integrate Azure AI Search indexes with 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 Grounding tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Automate browser tasks with Foundry agent browser tool	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation
Deploy a Foundry hosted agent with browser automation	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation-hosted-agent-quickstart
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
Implement function calling with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Use Foundry image generation tool in agent workflows	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation
Integrate Foundry agents with 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
Create and configure prompt agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/prompt-agent
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 from application code	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/responses-api
Run fine-tuning jobs with azd extension	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli
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 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 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
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 production conversations from Application Insights with Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-conversations
Simulate and evaluate conversations with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-simulate-conversations
Generate synthetic evaluation data with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-synthetic-data
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 Microsoft Foundry models programmatically	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning
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 streaming	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
Publish and share Microsoft Foundry voice-based agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/voice-agent-channels-publish
Set up GitHub Actions CI/CD for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/set-up-cicd-hosted-agent
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
Deploy fine-tuned Azure OpenAI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy

How can the creator link this skill?

Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.

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