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[](https://versuz.dev/skills/microsoftdocs-agent-skills-skills-microsoft-foundry)Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install microsoftdocs-agent-skills-skills-microsoft-foundrygit clone https://github.com/MicrosoftDocs/Agent-Skills.gitcp Agent-Skills/SKILL.MD ~/.claude/skills/microsoftdocs-agent-skills-skills-microsoft-foundry/SKILL.md--- name: microsoft-foundry description: 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 Agent 365, MCP tools, Azure OpenAI, VNets, guardrails, or CI/CD deployments, and other Microsoft Foundry related development tasks. Not for Microsoft Foundry Classic (use microsoft-foundry-classic), Microsoft Foundry Local (use microsoft-foundry-local), Microsoft Foundry Tools (use microsoft-foundry-tools). compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation. metadata: generated_at: "2026-05-10" generator: "docs2skills/1.0.0" --- # 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](https://github.com/MicrosoftDocs/mcp/blob/main/README.md) This skill requires **network access** to fetch documentation content: - **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown. - **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown. ## Category Index | Category | Lines | Description | |----------|-------|-------------| | Troubleshooting | L37-L42 | Diagnosing evaluation/observability problems in Foundry (metrics, logging, tracing) and checking known product issues, limitations, and workarounds. | | Best Practices | L43-L56 | Best practices for prompts, system messages, tools, routing, safety, evaluation metrics, fine-tuning vision models, and optimizing Azure OpenAI latency/throughput in Foundry | | Decision Making | L57-L92 | Deciding which Foundry models, SDKs, and deployment options to use, and planning migrations, lifecycle/retirement, costs, and capacity for agents and workloads across clouds and Gov. | | Architecture & Design Patterns | L93-L103 | Designing resilient Foundry agent architectures: networking/VNet isolation, standard setups, high availability, spillover traffic, and disaster recovery from resource, data, or regional failures. | | Limits & Quotas | L104-L122 | Quotas, rate limits, regions, timeouts, and capacity rules for Foundry agents and models, including Azure OpenAI usage, batch/eval limits, fine-tuning costs, and partner model availability. | | Security | L123-L158 | Securing and governing Foundry: auth/RBAC, agent identities, Agent 365, MCP tools, networking, keys, policies, guardrails, content safety, and data privacy/compliance. | | Configuration | L159-L214 | Configuring Foundry agents, models, tools, networking, security, monitoring, and storage—how to wire up endpoints, Azure OpenAI, workflows, guardrails, and infrastructure settings. | | Integrations & Coding Patterns | L215-L277 | Patterns and code for integrating Foundry agents and models with tools, APIs, LangChain/LangGraph, MCP, Azure OpenAI (REST, Realtime, audio), search, storage, safety, and fine-tuning. | | Deployment | L278-L287 | Deploying and hosting models/agents in Foundry: portal, CLI/Bicep, SDK/REST, importing custom models, fine-tuned model hosting, and running evaluations via Azure DevOps/GitHub Actions. | ### Troubleshooting | Topic | URL | |-------|-----| | Troubleshoot Foundry evaluation and observability issues | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting | | Troubleshoot Microsoft Foundry known issues and workarounds | https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues | ### Best Practices | Topic | URL | |-------|-----| | Apply tool usage best practices in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice | | Evaluate Azure AI agents with task-specific metrics | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators | | Evaluate Foundry AI agents with built-in metrics | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent | | Improve Foundry agent prompts with Prompt Optimizer | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/prompt-optimizer | | Design effective system messages for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering | | Apply prompt engineering techniques for vision-enabled GPT models | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering | | Apply routing modes and best practices for model router | 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 | | Fine-tune GPT-4 vision models with images | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision | | Optimize Azure OpenAI latency and throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency | ### Decision Making | Topic | URL | |-------|-----| | Decide how to migrate to the new Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate | | Decide and migrate from legacy Agent Applications to new Foundry model | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-agent-applications | | Migrate hosted agents to refreshed Foundry preview backend | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-hosted-agent-preview | | Use Bing grounding tools with agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools | | Choose web grounding tools for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview | | Plan Microsoft Foundry rollout and environment strategy | https://learn.microsoft.com/en-us/azure/foundry/concepts/planning | | Optimize Foundry model cost and performance | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance | | Choose Foundry deployment types and data residency options | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types | | Choose Foundry deployment types in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov | | Manage model versioning and upgrade policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions | | Choose and manage model version policies in Foundry Gov | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov | | Select Azure-direct Foundry models by capabilities and regions | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure | | Select Foundry models sold directly by Azure Government | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-gov | | Decide between GPT-5 and GPT-4.1 for your use case | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide | | Upgrade workloads from GitHub Models to Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models | | Use Foundry model leaderboard to compare and choose models | https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog | | Choose appropriate Microsoft Foundry SDKs and endpoints | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview | | Choose integration patterns for Microsoft Foundry APIs | https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps | | Migrate from Azure AI Inference SDK to OpenAI SDK | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration | | Plan migration from classic Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic | | Decide and execute upgrade from Azure OpenAI to Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai | | Use Ask AI to upgrade or switch Foundry models | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade | | Choose content streaming and filtering modes in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming | | Use Foundry model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule | | Use the Foundry Gov model retirement schedule for migration | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule-gov | | Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements | | Plan around Foundry model lifecycle and retirements in Gov | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements-gov | | Choose and size provisioned throughput for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput | | Identify retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models | | Estimate and manage fine-tuning costs in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management | | Plan PTU costs, billing, and capacity for Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding | | Migrate from preview to GA Realtime API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide | ### Architecture & Design Patterns | Topic | URL | |-------|-----| | Design networking architecture for Foundry Agent Service with BYO VNet | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive | | Design standard agent setup with isolated resources | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup | | Plan disaster recovery for Foundry Agent Service in standard mode | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery | | Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery | | Recover Foundry Agent Service from regional platform outages | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery | | Design high availability for Microsoft Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency | | Design spillover traffic management for provisioned deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management | ### Limits & Quotas | Topic | URL | |-------|-----| | Quotas, limits, and regions for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions | | Use vector stores and file search limits in agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores | | Manage hosted agents and idle timeout behavior in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent | | Manage Foundry hosted agent sessions and timeouts | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions | | Use function calling and run time limits in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling | | Understand Foundry evaluation limits and regions | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network | | Configure token rate limits and quotas for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models | | Capabilities and availability of partner Foundry models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners | | Reference quotas, rate limits, and timeouts for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits | | Use Azure OpenAI global batch processing efficiently | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch | | Manage Azure OpenAI quota in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/quota | | Use reinforcement fine-tuning with cost limits | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning | | Reference Azure OpenAI quotas and limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits | | Reference quotas and limits for Azure OpenAI in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits-gov | | Understand limited access policy for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/limited-access | ### Security | Topic | URL | |-------|-----| | Configure Microsoft Agent 365 integration for Foundry agent governance | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-365-integration | | Configure and govern agent identities in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity | | Configure authentication methods for Agent2Agent tools | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication | | Reference hosted agent permissions and RBAC roles in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-permissions | | Configure environment and RBAC for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup | | Govern and secure Foundry agents with Agent 365 | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365 | | Publish Foundry agents as secure Azure resources | 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 | | Configure authentication for MCP servers in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication | | Configure computer use tool securely for agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use | | Govern MCP tools with an AI gateway in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance | | Deploy private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks | | Configure authentication and authorization for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry | | Configure customer-managed keys for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal | | Configure RBAC roles and scopes for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry | | Govern Foundry agent infrastructure as Entra admin | https://learn.microsoft.com/en-us/azure/foundry/control-plane/govern-agent-infrastructure-entra-admin | | Manage Foundry compliance and security integrations | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security | | Create guardrail policies for model deployments | https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy | | Configure keyless Entra ID authentication for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id | | Add Foundry resources to network security perimeters | https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter | | Configure and manage Microsoft Foundry connections | https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add | | Create custom Azure Policies to govern Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition | | Apply Azure AI Content Safety in LangChain agents | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware | | Disable preview features in Microsoft Foundry using tags and RBAC | https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features | | Use built-in Azure Policy definitions for Foundry model deployment | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy | | Secure Foundry MCP Server with RBAC and policies | https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices | | Understand default guardrail safety policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies | | Author safety-focused system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message | | Apply safety evaluation to fine-tuned models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation | | Understand data privacy and security in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security | | Configure data privacy and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy | | Understand data, privacy, and security for Azure Direct Models | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy | ### Configuration | Topic | URL | |-------|-----| | Configure capability hosts for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts | | Configure and share Microsoft Foundry agent endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent | | Enable Agent2Agent endpoints for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/enable-agent-to-agent-endpoint | | Manage and disable Grounding with Bing in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing | | Configure and manage memory in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage | | Configure a private tool catalog with Azure API Center | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog | | Configure structured inputs for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs | | Configure Browser Automation tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation | | Configure custom MCP-based code interpreter runtime | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter | | Configure file search tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search | | Configure and manage Foundry agent skills via Skills API | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/skills | | Configure toolbox integrations for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox | | Configure and use web search tool in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search | | Configure Foundry Agent Service to use existing Azure resources | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources | | Configure declarative agent workflows in VS Code | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code | | Use built-in evaluators in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators | | Configure AI Gateway token controls in Foundry | https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal | | Register custom agents with Foundry Control Plane | https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent | | Configure synthetic data generation in Foundry | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation | | Use Foundry Models endpoints and authentication correctly | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints | | Configure Claude Desktop to use Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-desktop | | Generate text with Foundry Models using the Responses API | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses | | Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models | | Configure guardrails and controls in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails | | Configure Foundry managed network access to on-premises | https://learn.microsoft.com/en-us/azure/foundry/how-to/access-on-premises-resources | | Configure bring-your-own storage for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry | | Bind customer-managed storage to Foundry Speech and Language | https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services | | Configure Private Link network isolation for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link | | Provision Microsoft Foundry resources using Terraform | https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform | | Set up managed virtual networks for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network | | Connect VS Code to Foundry MCP Server | https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started | | Configure Agent Monitoring Dashboard and Application Insights for Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard | | Configure human evaluation for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation | | Configure tracing for LangChain and other AI agent frameworks | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework | | Configure tracing for Microsoft Foundry AI agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup | | Use Azure OpenAI v1 API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle | | Configure Prompt Shields for Foundry model security | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields | | Configure priority processing for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing | | Call chat completion models with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt | | Configure Azure OpenAI image generation models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e | | Run deep research with o3-deep-research via Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research | | Generate and use embeddings with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/embeddings | | Configure DPO fine-tuning for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization | | Call vision-enabled chat models with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision | | Enable and tune JSON mode for Azure OpenAI chat completions | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode | | Use predicted outputs to reduce Azure OpenAI latency | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs | | Configure prompt caching for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching | | Create and tune provisioned deployments in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started | | Use Azure OpenAI Responses API with tools and streaming | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses | | Enforce JSON schema with structured outputs in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs | | Work with Azure OpenAI model deployments in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models | | Monitor Foundry OpenAI with Azure Monitor data | https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference | ### Integrations & Coding Patterns | Topic | URL | |-------|-----| | Use agents, conversations, and responses in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components | | Integrate BYO model gateways with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway | | Connect Foundry agents to Foundry IQ knowledge bases | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect | | Connect Foundry agents to external A2A endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent | | Connect Azure AI Search indexes to agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search | | Integrate Azure Speech MCP tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech | | Integrate Azure Functions as tools for agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions | | Enable Code Interpreter tool for agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter | | Connect Microsoft Fabric data agent to Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric | | Use image generation tool in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation | | Integrate Foundry agents with Model Context Protocol servers | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol | | Connect OpenAPI tools to Microsoft Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi | | Integrate Foundry agents with SharePoint content | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint | | Run fine-tuning jobs with azd extension | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli | | Configure Claude Code CLI and VS Code with Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code | | Deploy and call DeepSeek-R1 in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1 | | Integrate third-party safety tools with Foundry | https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations | | Integrate LangChain and LangGraph with Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain | | Build LangGraph agents with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents | | Add Foundry long-term memory to LangChain apps | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory | | Use LangChain models with Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models | | Trace LangChain apps with Foundry and Azure Monitor | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces | | Run AI Red Teaming Agent in Foundry cloud | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud | | Run AI Red Teaming Agent scans locally | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent | | Set up an Azure Key Vault connection for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection | | Use Foundry MCP Server tools and prompts | https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools | | Build and register custom MCP servers for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server | | Add OpenTelemetry client-side tracing to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-client-side | | Call Azure OpenAI audio models via API | https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart | | Authoring operations for Foundry OpenAI REST API | https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview | | Use groundedness detection with Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness | | Integrate Codex CLI and VS Code with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex | | Fine-tune Foundry models via SDK and REST | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning | | Fine-tune tool calling behavior in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions | | Implement function calling with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling | | Call Foundry model router via chat APIs | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router | | Implement GPT Realtime audio with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio | | Use GPT Realtime API over SIP | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip | | Use GPT Realtime API over WebRTC | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc | | Use GPT Realtime API over WebSockets | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets | | Call Foundry models via Responses API and routing | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-model-routing | | Use web_search tool with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search | | Set up and secure Azure OpenAI webhooks in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks | | Use WebSocket mode with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/websockets | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Integrate with Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest | | Implement realtime audio events for Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference | | Call Azure OpenAI inference REST APIs in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/reference | | Use Foundry OpenAI preview inference REST API | https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview | | Call Foundry OpenAI v1 preview REST endpoints | https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest | | Build document search with Azure OpenAI embeddings API | https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings | | Use Azure OpenAI Whisper for speech to text | https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart | ### Deployment | Topic | URL | |-------|-----| | Deploy containerized Foundry hosted agents via SDK and REST | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent | | Deploy Foundry Models using Azure CLI and Bicep templates | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments | | Deploy Foundry Models via Foundry portal for inference | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models | | Run Foundry evaluations in Azure DevOps | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops | | Run Foundry evaluations in GitHub Actions | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action | | Import and deploy custom Fireworks models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models | | Deploy fine-tuned models on Foundry hosting | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy |