1---2name: microsoft-foundry3description: 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/Claude, VNet isolation, model routing, M365/Teams integration, or evals, 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).4---5# Microsoft Foundry Skill67This 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.89## How to Use This Skill1011> **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 file1213This skill requires **network access** to fetch documentation content:14- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch`. Returns Markdown.15- **Fallback**: Use `WebFetch`. Returns Markdown.1617## Category Index1819| Category | Lines | Description |20|----------|-------|-------------|21| Troubleshooting | L33-L41 | Diagnosing and recovering from Foundry model/agent failures, evaluation and observability issues, webhook problems, and known service bugs with workarounds. |22| Best Practices | L42-L55 | Best practices for prompts, tools, safety messages, routing, evaluation, and fine-tuning so you can design, operate, and measure high-quality Azure/Foundry AI agents in production |23| Decision Making | L56-L91 | Guides for choosing models, deployments, regions, costs, and lifecycle policies, plus planning migrations (classic, GitHub, Azure OpenAI), DR, and optimal agent/model configuration. |24| Architecture & Design Patterns | L92-L98 | Designing Foundry agent architectures: VNet/subnet sizing, isolated resource layouts, high availability patterns, and model router patterns for routing and scaling AI workloads. |25| Limits & Quotas | L99-L119 | Quotas, limits, regions, and rate caps for Foundry models, agents, sessions, Azure OpenAI, Claude, batch, caching, and tools to size, control, and safeguard usage and costs |26| Security | L120-L156 | Security, identity, and compliance for Foundry: auth/RBAC, agent identities, private networking, guardrails/safety, data privacy, keys, policies, and securing MCP/Agent 365 access. |27| Configuration | L157-L216 | Configuring Foundry agents, models, tools, security, networking, monitoring, and evaluations, including Azure OpenAI, Fireworks, tracing, guardrails, and automation workflows. |28| Integrations & Coding Patterns | L217-L299 | Patterns and code to integrate Foundry agents/models with tools, data, gateways, observability, LangChain/LangGraph, Azure OpenAI features, fine-tuning, and real-time/Responses APIs. |29| Deployment | L300-L320 | Deploying and publishing Foundry agents and models (hosted, containerized, voice, VNet), integrating with M365/Teams/DevOps, and running cloud evaluations and red-teaming. |3031### Troubleshooting32| Topic | URL |33|-------|-----|34| Troubleshoot and understand Foundry partner models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners |35| Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery |36| Troubleshoot Foundry evaluation and observability issues | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting |37| Set up and troubleshoot Azure OpenAI webhooks | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks |38| Known issues and workarounds for Microsoft Foundry services | https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues |3940### Best Practices41| Topic | URL |42|-------|-----|43| Apply tool usage best practices in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice |44| Evaluate Foundry AI agents with built-in evaluators | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent |45| Improve Foundry agent prompts with Prompt Optimizer | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/prompt-optimizer |46| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering |47| Apply prompt engineering techniques for vision-enabled GPT models | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering |48| Apply routing modes and best practices for model router | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router-how-it-works |49| Apply safety system message templates in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates |50| Author safety-focused system messages in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message |51| Fine-tune GPT-4 vision models with images | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision |52| Operate provisioned throughput deployments in production | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started |5354### Decision Making55| Topic | URL |56|-------|-----|57| Decide how to migrate to the new Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate |58| 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 |59| Choose the right web grounding tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview |60| Plan migration to the GA Microsoft Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/concepts/general-availability |61| Plan and manage Microsoft Foundry cost usage | https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs |62| Plan and choose managed compute for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/concepts/managed-compute-overview |63| Optimize Foundry model cost and performance | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance |64| Choose Foundry deployment types and data residency options | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types |65| Choose Foundry deployment types in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov |66| Manage model versioning and upgrade policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions |67| Choose and manage model version policies in Foundry Gov | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov |68| Choose Foundry model deployment regions and types | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability |69| Upgrade workloads from GitHub Models to Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models |70| Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery |71| Use Foundry model leaderboard for selection | https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog |72| Interpret and compare Foundry evaluation results | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results |73| Select and understand healthcare AI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/healthcare-ai-models |74| Choose integration patterns for Microsoft Foundry APIs | https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps |75| Plan migration from Foundry classic to current portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic |76| Decide when to upgrade Azure OpenAI to Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai |77| Use Ask AI to upgrade or switch models | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade |78| Choose content streaming and filtering modes in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming |79| Use Foundry model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule |80| Use the Foundry Gov model retirement schedule for migration | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule-gov |81| Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements |82| Plan around Foundry model lifecycle and retirements in Gov | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements-gov |83| Plan and size provisioned throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput |84| Choose PTU billing mode and manage costs | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput-billing |85| Identify retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models |86| Estimate and manage fine-tuning costs in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management |87| Use Foundry model router with agents for optimal model selection | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router-agents |88| Migrate from preview to GA Realtime API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide |8990### Architecture & Design Patterns91| Topic | URL |92|-------|-----|93| Design networking and subnet sizing for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive |94| Plan standard agent setup with isolated resources | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup |95| Design high availability for Microsoft Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency |9697### Limits & Quotas98| Topic | URL |99|-------|-----|100| Quotas, limits, and regions for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions |101| Use vector stores and file search limits in agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores |102| Manage hosted agents and lifecycle behavior in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent |103| Manage hosted agent sessions and time-based limits | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions |104| Rate limits and regional support for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network |105| Configure token rate limits and quotas for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models |106| Generate synthetic training data in Foundry (Preview) | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation |107| Compare Claude model capabilities, quotas, and regions in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models |108| Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits |109| Manage Microsoft Foundry model deployment quotas | https://learn.microsoft.com/en-us/azure/foundry/how-to/quota |110| Use Azure OpenAI global batch processing and quotas | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch |111| Use prompt caching to reduce Azure OpenAI costs | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching |112| Calculate PTU sizing using per-model throughput | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-sizing |113| Manage Azure OpenAI quota and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/quota |114| Use reinforcement fine-tuning with cost safeguards | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning |115| Azure OpenAI quotas and limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits |116| Reference quotas and limits for Azure OpenAI in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits-gov |117118### Security119| Topic | URL |120|-------|-----|121| Configure and govern agent identities in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity |122| Configure authentication methods for Agent2Agent tools | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication |123| Reference hosted agent permissions and RBAC in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-permissions |124| Configure environment and RBAC for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup |125| Understand Foundry Agent Service data and access | https://learn.microsoft.com/en-us/azure/foundry/agents/faq |126| Attach content safety guardrails to Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-hosted-agent-guardrails |127| Publish Foundry agent applications with auth and permissions | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-applications |128| Configure Agent 365 data collection for Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent-365-data-collection |129| Grant Agent 365 observability permissions to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/grant-agent-365-permissions |130| Control and disable Grounding with Bing access | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing |131| Configure authentication for MCP servers in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication |132| Govern MCP tools via AI gateway and API Management | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance |133| Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks |134| Configure authentication and authorization in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry |135| Configure customer-managed keys for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal |136| Use RBAC roles and scopes in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry |137| Govern Foundry agent infrastructure as Entra admin | https://learn.microsoft.com/en-us/azure/foundry/control-plane/govern-agent-infrastructure-entra-admin |138| Manage Foundry compliance and security integrations | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security |139| Create and apply Foundry guardrail policies | https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy |140| Configure keyless Entra ID authentication for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id |141| Configure guided safety and security guardrails for agents | https://learn.microsoft.com/en-us/azure/foundry/guardrails/guided-set-up |142| Configure private endpoints for Microsoft Foundry isolation | https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link |143| Create custom Azure Policy rules for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition |144| Restrict Microsoft Foundry preview features with RBAC and tags | https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features |145| Secure Foundry with managed virtual network isolation | https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network |146| Enforce AI model deployment policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy |147| Enforce Foundry model router choices with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-router-policy |148| Secure Foundry MCP Server with RBAC and policies | https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices |149| Understand default Guardrail safety policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies |150| Apply safety evaluation to fine-tuned models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation |151| Understand data privacy and security in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security |152| Understand data privacy and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy |153| Understand data privacy and security for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy |154155### Configuration156| Topic | URL |157|-------|-----|158| Configure capability hosts for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts |159| Configure and publish Microsoft Foundry agent endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent |160| Configure Connected Foundry Models in Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/connected-models |161| Disable classic agents and assistants in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/disable-classic-agents |162| Configure and use memory in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage |163| Configure a private tool catalog for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog |164| Configure structured inputs to customize agent behavior | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs |165| Configure Browser Automation tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation |166| Configure custom MCP-based code interpreter for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter |167| Configure tool search for large Foundry toolboxes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-search |168| Automate Foundry agents with routines | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-routines |169| Configure Foundry agents to use existing Azure resources | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources |170| Use built-in evaluators in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators |171| Configure rubric evaluators for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rubric-evaluators |172| Configure AI Gateway token limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal |173| Register and configure custom agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent |174| Use Foundry Models endpoints and authentication correctly | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints |175| Configure Claude Code CLI and VS Code for Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code |176| Configure Claude Desktop to use Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-desktop |177| Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models |178| Configure guardrails and controls in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails |179| Configure Foundry managed network access to on-premises | https://learn.microsoft.com/en-us/azure/foundry/how-to/access-on-premises-resources |180| Configure bring-your-own storage for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry |181| Set up BYOS for Speech and Language in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services |182| Run model and agent evaluations in Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app |183| Enable and configure Fireworks models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models |184| Import and deploy custom Fireworks models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models |185| Run Foundry agent evaluations with azd CLI | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/azure-developer-cli-evaluation |186| Generate synthetic evaluation datasets in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-synthetic |187| Configure Agent Monitoring Dashboard for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard |188| Configure human evaluation workflows for agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation |189| Analyze Foundry agent runs with Trace Replay | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-replay |190| Configure tracing for Foundry AI agents with App Insights | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup |191| Convert Foundry agent traces into evaluation datasets | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-to-dataset |192| Configure and run evaluations for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-evaluate-hosted-agent |193| Enable and inspect tracing for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-tracing-hosted-agent |194| Configure and use Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle |195| Configure Prompt Shields for Foundry model security | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields |196| Configure priority processing for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing |197| Automate Azure OpenAI deployments and TPM quota settings | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/automate-quota-deployments |198| Call chat completion models with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt |199| Configure Azure OpenAI image generation models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e |200| Configure DPO fine-tuning for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization |201| Create and manage reusable skills for Responses API shell | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/skills |202| Configure spillover traffic management for provisioned Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management |203| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |204| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |205| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |206| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |207| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |208| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |209| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |210| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |211| Azure OpenAI v1 REST API parameters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/latest |212| Monitor Azure OpenAI Foundry with Azure Monitor | https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference |213| Configure Azure OpenAI Realtime API events in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference |214215### Integrations & Coding Patterns216| Topic | URL |217|-------|-----|218| Use agents, conversations, and responses in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components |219| Integrate external AI gateways with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway |220| Enable Agent2Agent endpoints for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/enable-agent-to-agent-endpoint |221| Connect Foundry agents to Foundry IQ knowledge bases | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect |222| Enable optimizer integration for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/make-agent-optimizer-ready |223| Register external agents for Foundry observability | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/register-external-agent |224| Connect Foundry agents to external A2A endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent |225| Integrate Azure AI Search with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search |226| Integrate Azure Speech MCP tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech |227| Integrate Azure Functions as tools for agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions |228| Use Bing grounding tools with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools |229| Use Code Interpreter tool in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter |230| Integrate Foundry agents with computer use tool | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use |231| Add managed MCP connector servers to Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/connectors |232| Connect Foundry agents to Microsoft Fabric data | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric |233| Connect Foundry agents to Fabric IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric-iq |234| Configure file search tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search |235| Implement function calling with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling |236| Use image generation tool in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation |237| Connect Foundry agents to MCP servers | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol |238| Connect OpenAPI tools to Microsoft Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi |239| Ground Foundry agents with SharePoint content | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint |240| Configure Foundry toolbox with external tools | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox |241| Enable web search tool in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search |242| Connect Foundry agents to Microsoft 365 via Work IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/work-iq |243| Build a Foundry toolbox and connect via MCP | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-toolbox-agent |244| Call Foundry Responses API to build ephemeral agents | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/responses-api |245| Create custom evaluators in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators |246| Run fine-tuning jobs with azd extension | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli |247| Generate text with Foundry Models via Responses API | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses |248| Deploy and invoke MAI image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai |249| Deploy and call DeepSeek-R1 in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1 |250| Configure and manage Microsoft Foundry connections | https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add |251| Build LangGraph agents with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents |252| Host LangGraph agents on Foundry hosted agent service | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-hosted-agents |253| Add Foundry long-term memory to LangChain apps | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory |254| Integrate Foundry Content Safety middleware in LangChain | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware |255| Call Foundry models using LangChain integrations | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models |256| Use Foundry Toolbox tools and skills in LangChain | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-toolbox |257| Trace LangChain apps with Foundry and Azure Monitor | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces |258| Run AI Red Teaming Agent scans locally | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent |259| Select and use Microsoft Foundry SDKs and endpoints | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview |260| Deploy and call CxrReportGen Premium for chest X-ray reports | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-cxrreportgen-premium |261| Deploy and call MedImageInsight Premium healthcare model | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-medimageinsight-premium |262| Migrate Azure AI Inference SDK calls to OpenAI SDK | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration |263| Integrate Azure Key Vault with Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection |264| Use Foundry MCP Server tools and prompts | https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools |265| Build and register custom MCP servers for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server |266| Connect VS Code to Foundry MCP Server securely | https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started |267| Log end user feedback with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/log-end-user-feedback |268| Add OpenTelemetry client-side tracing to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-client-side |269| Configure OpenTelemetry tracing for AI agent frameworks | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework |270| Use Azure OpenAI audio completions API | https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart |271| Authoring preview REST APIs for Azure OpenAI Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview |272| Use groundedness detection with Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness |273| Configure and use Codex CLI with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex |274| Call o3-deep-research via Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research |275| Fine-tune Foundry models via SDK and REST | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning |276| Fine-tune tool calling behavior in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions |277| Implement function calling with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling |278| Call Azure OpenAI vision-enabled chat models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision |279| Configure JSON mode responses for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode |280| Call and configure Foundry model router | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router |281| Optimize latency with predicted outputs in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs |282| Implement GPT Realtime audio with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio |283| Use GPT Realtime API over SIP | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip |284| Use GPT Realtime API over WebRTC | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc |285| Use GPT Realtime API over WebSockets | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets |286| Use Azure OpenAI Responses API with Python and REST | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses |287| Call Foundry models via Responses API and routing | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-model-routing |288| Run shell commands with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/shells |289| Use structured outputs and JSON schema with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs |290| Enable and configure web search tool in Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search |291| Use WebSocket mode with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/websockets |292| Use Azure OpenAI Foundry REST inference APIs | https://learn.microsoft.com/en-us/azure/foundry/openai/reference |293| Use Azure OpenAI Foundry preview REST APIs | https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview |294| Call Azure OpenAI Foundry v1 preview REST APIs | https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest |295| Use Azure OpenAI Whisper for speech to text | https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart |296| Use Microsoft Foundry SDK to call models and agents | https://learn.microsoft.com/en-us/azure/foundry/quickstarts/get-started-code |297298### Deployment299| Topic | URL |300|-------|-----|301| Publish Foundry hosted agents to Microsoft Agent 365 | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365 |302| Deploy real-time voice agents with hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/build-voice-agent |303| Deploy containerized hosted agents with Foundry APIs | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent |304| Deploy hosted Foundry agents from source code | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-code |305| Migrate hosted agents to the refreshed Foundry preview | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-hosted-agent-preview |306| Publish virtual network agents to Microsoft 365 and Teams | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot-virtual-network |307| Deploy a hosted agent sample with browser automation | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation-hosted-agent-quickstart |308| Deploy existing Python agent code as a hosted agent | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-deploy-own-code |309| Deploy a containerized hosted agent to Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent |310| Deploy Foundry Models using Azure CLI and Bicep templates | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments |311| Deploy Foundry Models via Foundry portal for inference | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models |312| Recover Foundry Agent Service from regional platform outages | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery |313| Deploy open-source models on Foundry managed compute | https://learn.microsoft.com/en-us/azure/foundry/how-to/deploy-models-managed |314| Run cloud evaluations with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation |315| Run AI Red Teaming Agent scans in the cloud | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud |316| Run Foundry evaluations in Azure DevOps | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops |317| Run Foundry evaluations in GitHub Actions | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action |318| Deploy fine-tuned Azure OpenAI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy |
atc-net