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 Entra auth, AI Gateway, BYO VNet, M365 publishing, or Foundry IQ retrieval, 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).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 file1213> **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)1415This skill requires **network access** to fetch documentation content:16- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.17- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.1819## Category Index2021| Category | Lines | Description |22|----------|-------|-------------|23| Troubleshooting | L37-L49 | Diagnosing and fixing hosted agent, evaluation, and model router issues, including health checks, data loss recovery, webhook problems, and known errors/workarounds. |24| Best Practices | L50-L65 | Best practices for building robust Foundry agents: tools, routing, safety, prompts, crash recovery, latency/throughput, vision/medical fine-tuning, and synthetic training data. |25| Decision Making | L66-L113 | Guides for choosing models, deployments, hosting, networking, billing, lifecycle/migration paths, and rollout/governance strategies for Foundry agents and model workloads. |26| Architecture & Design Patterns | L114-L126 | Architecting Foundry Agent Service: networking/BYO VNet, runtime choices, resilience and HA, auto-triggering with routines, shared sessions, tool search patterns, and private retrieval with Foundry IQ |27| Limits & Quotas | L127-L150 | Quotas, limits, and rate caps for agents, models, vector/durable stores, regions, AI Gateway, Azure OpenAI, and how to manage token usage, throughput, timeouts, and cost safeguards |28| Security | L151-L200 | Security, identity, and governance for Foundry: RBAC, Entra auth, network isolation, guardrails, content safety, data privacy, MCP/tool security, and secure agent/toolbox configuration. |29| Configuration | L201-L296 | Configuring Microsoft Foundry agents, models, projects, and infrastructure: schemas, toolboxes, storage, networking, security/guardrails, monitoring, evaluations, and Azure/OpenAI integration. |30| Integrations & Coding Patterns | L297-L389 | Patterns and APIs for integrating Foundry agents/models with tools, MCP servers, voice, search, enterprise data, OpenTelemetry, Azure OpenAI, LangChain, and evaluation/finetuning workflows. |31| Deployment | L390-L415 | Deploying and operating Foundry agents/models: infrastructure scaffolding, containers/ACR, long‑running and steerable agents, CI/CD, M365 publishing, evaluations, healthcare models, and outage recovery. |3233### Troubleshooting34| Topic | URL |35|-------|-----|36| FAQ and troubleshooting for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/faq |37| Check hosted agent project health with agent doctor | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-doctor |38| Troubleshoot Microsoft Foundry hosted agent issues | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/debug-hosted-agent |39| Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery |40| Retrieve and troubleshoot Foundry cloud evaluation results | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-results |41| Troubleshoot Foundry evaluation and observability issues | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting |42| Monitor and diagnose Foundry model router behavior | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/monitor-model-router |43| Set up and troubleshoot Azure OpenAI webhooks | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks |44| Resolve known issues and workarounds for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues |4546### Best Practices47| Topic | URL |48|-------|-----|49| Apply tool usage best practices in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice |50| Implement crash recovery for long-running Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/recover-long-running-work |51| Generate synthetic training data in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation |52| Use Task Adherence signals for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/guardrails/task-adherence |53| Use Foundry Skill prompts for common workflows | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/foundry-skills-scenarios-example-prompts |54| Fine-tune MedImageInsight Premium for medical imaging | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-medimageinsight-premium |55| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering |56| Understand and optimize Foundry model router behavior | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router-how-it-works |57| Apply safety system message templates in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates |58| Apply best practices for vision fine-tuning | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision |59| Optimize Azure OpenAI latency and throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency |60| Operate provisioned throughput deployments in production | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started |6162### Decision Making63| Topic | URL |64|-------|-----|65| Understand and use Foundry agent optimizer | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-overview |66| Choose networking options for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/networking-options |67| Plan migration from Assistants API to Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate |68| Decide and migrate to new Foundry agent model | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-agent-applications |69| Choose the right web grounding tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview |70| Choose the right Microsoft Foundry capability | https://learn.microsoft.com/en-us/azure/foundry/concepts/capabilities |71| Use Foundry in Azure Government regions and endpoints | https://learn.microsoft.com/en-us/azure/foundry/concepts/foundry-azure-government |72| Plan general availability adoption of Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/general-availability |73| Compare Foundry models using benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks |74| Plan Microsoft Foundry rollout topology and governance | https://learn.microsoft.com/en-us/azure/foundry/concepts/planning |75| Choose and use Claude models in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models |76| Plan and understand Claude CCU billing in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-billing |77| Choose Azure vs Anthropic hosting for Claude | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-hosting-comparison |78| Choose Foundry model deployment types by scenario | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types |79| Select Foundry deployment types in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov |80| Plan and execute model migration in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-migration |81| Manage model versioning and upgrade policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions |82| Choose and manage model version policies in Foundry Gov | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov |83| Use partner and community Foundry models by capabilities | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners |84| Select Azure-sold Foundry models by capabilities and regions | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure |85| 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 |86| Choose Foundry model deployments by region and category | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability |87| Migrate applications from GitHub Models to Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models |88| Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery |89| Use Foundry model leaderboard for selection | https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog |90| Choose Microsoft Foundry SDKs and endpoints for projects | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview |91| Interpret and compare Foundry evaluation results | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results |92| Select and use healthcare AI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/healthcare-ai-models |93| Choose and implement Foundry app integration patterns | https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps |94| Plan migration from Foundry classic portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic |95| Upgrade Azure OpenAI resources to Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai |96| Choose GPT Realtime Transcribe for low-latency streaming | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-realtime-whisper |97| Plan migrations using Foundry model retirement schedule | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule |98| Use Azure Government model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule-gov |99| Plan around Foundry Models lifecycle and retirements | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements |100| Plan for Foundry model lifecycle in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements-gov |101| Decide when to use Azure OpenAI prompt transformation | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation |102| Choose PTU billing mode and manage costs | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput-billing |103| Identify retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models |104| Evaluate model router for quality, cost, and latency | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/evaluate-model-router |105| Estimate and manage fine-tuning costs in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management |106| Use model router with Foundry agents effectively | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router-agents |107| Size provisioned throughput units for Foundry workloads | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-sizing |108| 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 |109110### Architecture & Design Patterns111| Topic | URL |112|-------|-----|113| Plan Foundry Agent Service networking in BYO VNet | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive |114| Architect hosted agents on Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agents |115| Design resilient long-running hosted agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-resilience |116| Use routines to trigger Foundry agents automatically | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/routines |117| Choose runtime components for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components |118| Design private agentic retrieval architecture with Foundry IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-overview |119| Pool multiple users onto shared Foundry agent sessions | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/multiplex-session-users |120| Design scalable tool search patterns for Foundry toolboxes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-search |121| Design high availability for Microsoft Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency |122123### Limits & Quotas124| Topic | URL |125|-------|-----|126| Evaluate agent optimizer cost and token usage | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-costs |127| Understand durable state store limits for hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-state-store |128| Review quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions |129| Understand vector store limits and expiration in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores |130| Manage lifecycle and idle timeouts for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent |131| Manage sessions and timeouts for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions |132| Understand customer-managed key coverage and limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/customer-managed-keys |133| Evaluate Foundry with region support and rate limits | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network |134| Set AI Gateway token limits and quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal |135| 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 |136| Understand Claude model quotas and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-quotas-limits |137| Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits |138| Fine-tune and deploy CxrReportGen Premium with quotas | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-cxrreportgen-premium |139| Manage Foundry model deployment quotas and TPM limits | https://learn.microsoft.com/en-us/azure/foundry/how-to/quota |140| Manage provisioned throughput quotas for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput |141| Use Azure OpenAI global batch processing quotas | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch |142| Manage Azure OpenAI quota and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/quota |143| Use reinforcement fine-tuning with cost safeguards | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning |144| Reference quotas and limits for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits |145| Reference quotas and limits for Azure OpenAI in US Government | https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits-gov |146147### Security148| Topic | URL |149|-------|-----|150| Integrate Foundry agents with Microsoft Agent 365 | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-365-integration |151| Configure agent identities and RBAC in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity |152| Configure Agent2Agent authentication in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication |153| Reference permissions for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-permissions |154| Set up secure environment for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup |155| Attach RAI guardrail policies to Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-hosted-agent-guardrails |156| Publish and secure Microsoft Foundry agent applications | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-applications |157| Assign Agent 365 observability app role in Entra | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/grant-agent-365-permissions |158| Configure user isolation for hosted agent sessions | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/isolate-sessions-per-user |159| Control and disable Grounding with Bing access | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing |160| Configure authentication for MCP servers in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication |161| Use isolation keys for Foundry hosted agent partitioning | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/pass-isolation-keys |162| Secure private container registries for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-registry-connections |163| Securely use the computer use tool in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use |164| Govern MCP tools via AI gateway and API Management | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance |165| Ground Foundry agents with SharePoint while preserving access controls | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint |166| Configure toolbox authentication and identity passthrough | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-authentication |167| Configure network-isolated toolboxes for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox-network-isolation |168| Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks |169| Map elevated Azure roles to Foundry admin tasks | https://learn.microsoft.com/en-us/azure/foundry/concepts/administrator-guide |170| Configure authentication and RBAC for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry |171| Configure RBAC roles and scopes in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry |172| Govern Foundry agent infrastructure as Entra admin | https://learn.microsoft.com/en-us/azure/foundry/control-plane/govern-agent-infrastructure-entra-admin |173| Configure compliance and security for Foundry control plane | https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security |174| Create and apply Foundry guardrail policies | https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy |175| Configure Entra ID keyless auth for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id |176| Apply safety and security guardrails in Foundry | https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview |177| Configure guided safety and security guardrails for agents | https://learn.microsoft.com/en-us/azure/foundry/guardrails/guided-set-up |178| Add Microsoft Foundry resources to network security perimeters | https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter |179| Configure private endpoints for Foundry network isolation | https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link |180| Create custom Azure Policies for Microsoft Foundry governance | https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition |181| Apply Foundry Content Safety middleware in LangChain | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware |182| Restrict preview features in Microsoft Foundry environments | https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features |183| Enable and govern Fireworks models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models |184| Use built-in Azure Policies to govern Foundry model deployment | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy |185| Govern Foundry model router deployments with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry/how-to/model-router-policy |186| Apply security and governance to Foundry MCP Server tools | https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices |187| Control and govern trace data collection in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-data |188| Configure Entra auth for Foundry trace ingestion | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-ingestion-entra-authentication |189| Secure sensitive Microsoft Foundry trace data with RBAC | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-sensitive-content |190| Understand default Guardrail safety policies in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies |191| Design safety system messages for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message |192| Apply safety evaluation to fine-tuned models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation |193| Configure data privacy and security for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security |194| Understand data privacy for Claude models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy |195| Understand data privacy and security for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy |196197### Configuration198| Topic | URL |199|-------|-----|200| Define Foundry hosted agents with agent.yaml schema | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-yaml-reference |201| Configure hosted agents with azure.yaml reference | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-yaml-reference |202| Configure capability hosts for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts |203| Implement hosted agent runtime contract in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-contract |204| 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 |205| Inspect local hosted agents with Agent Inspector | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-inspector |206| Author azure.yaml configuration for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/author-azure-yaml |207| Configure Foundry project context for azd | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/cli-project-context |208| Configure and share stable endpoints for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent |209| Configure Microsoft Agent 365 data collection for Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent-365-data-collection |210| Configure environment variables for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-env-variables |211| Configure OpenTelemetry export for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-telemetry |212| Configure Connected Foundry Models in Agent Service | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/connected-models |213| Configure optimizer evaluation datasets and evaluators | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/create-optimizer-dataset |214| Disable classic agents and assistants in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/disable-classic-agents |215| Enable Agent2Agent endpoints for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/enable-agent-to-agent-endpoint |216| Connect Foundry agents to Foundry IQ knowledge bases | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect |217| Configure private inbound connectivity for Foundry IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-inbound |218| Configure private outbound dependencies for Foundry IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-outbound |219| Install and verify azd Foundry AI extensions | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/install-cli-foundry-extensions |220| Configure durable state for long-running Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-task-state |221| Create and manage memory stores in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage |222| Stream and filter logs for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/monitor-hosted-agent-logs |223| Create a private agent skill catalog in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-skill-catalog |224| Create a private MCP tool catalog with API Center | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog |225| Register external agents for Foundry observability | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/register-external-agent |226| Configure local run settings for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/run-hosted-agent-locally |227| Configure steering for in-flight Foundry agent turns | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/steer-hosted-agent |228| Configure reconnectable streaming for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/stream-with-reconnect |229| Configure structured inputs for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs |230| Configure browser automation tool for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation |231| Configure custom MCP code interpreter for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter |232| Author and attach skills to Foundry agent toolboxes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/skills |233| Configure and manage Microsoft Foundry toolboxes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox |234| Configure and manage toolboxes for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox |235| Update Foundry hosted agent endpoints via azd | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-agent-endpoint-cli |236| Reconfigure model deployment for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-hosted-agent-model |237| 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 |238| Configure and manage Foundry agent routines | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-routines |239| Configure Foundry Agent Service with your own Azure resources | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources |240| Configure and use built-in Foundry evaluators | https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators |241| Configure customer-managed keys for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal |242| Configure agent evaluators for Azure AI agents | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators |243| Register and configure custom agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent |244| Configure Claude Code CLI and VS Code for Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code |245| Configure Claude Desktop to use Microsoft Foundry inference | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-desktop |246| Configure monitoring for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models |247| Deploy and use FLUX image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-flux |248| Deploy and use Grok models with Foundry APIs | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-grok |249| 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 |250| Configure guardrails and controls in Foundry | https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails |251| Configure bring-your-own storage for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry |252| 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 |253| Create and configure Microsoft Foundry projects | https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects |254| Automate Microsoft Foundry setup with Terraform | https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform |255| Prepare a development environment for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk |256| Use the Microsoft Foundry Skill with coding agents | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/use-microsoft-foundry-skill |257| Configure diagnostic logging for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/diagnostic-logging |258| Run model and agent evaluations in Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app |259| Import and deploy custom Fireworks models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models |260| Configure managed virtual networks for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network |261| Configure health and performance alerts for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/stay-informed-service-health |262| Run Foundry agent evaluations with azd CLI | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/azure-developer-cli-evaluation |263| Evaluate conversation datasets at turn and session level | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-conversations |264| Evaluate deployed interactions using Foundry SDK traces | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-interactions |265| Use admin-connected models in Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-admin-connected-models |266| Configure and run Foundry agent evaluations | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent |267| Use Foundry evaluation dataset schema and fields | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-schema |268| Generate synthetic evaluation datasets in Foundry studio | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-synthetic |269| Prepare and structure Foundry evaluation datasets | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-datasets |270| Configure agent monitoring dashboard and metrics in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard |271| Configure end user feedback logging with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/log-end-user-feedback |272| Analyze agent traces with Trace Replay in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-replay |273| Set up tracing for AI agents with Application Insights | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup |274| Annotate Foundry traces with human feedback signals | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-annotations |275| Generate evaluation datasets from Foundry agent traces | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-to-dataset |276| Configure and use Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle |277| Configure groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness |278| Configure Prompt Shields for Foundry guardrails | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields |279| Configure protected material detection filters in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-protected-material |280| Configure content streaming and filters in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming |281| Configure priority processing tiers for Foundry models | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing |282| Configure GPT-Live events and session settings | https://learn.microsoft.com/en-us/azure/foundry/openai/gpt-live-reference |283| Automate Azure OpenAI deployments and TPM quota settings | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/automate-quota-deployments |284| Configure Azure OpenAI image generation models | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e |285| Configure direct preference optimization fine-tuning | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization |286| Configure GPT-Live delegation and client actions | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-live-delegation |287| Configure and use model router in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router |288| Create and manage reusable skills for Responses API shell | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/skills |289| Configure spillover traffic management for provisioned Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management |290| Monitor Azure OpenAI Foundry with Azure Monitor | https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference |291| Configure Azure OpenAI Realtime API events in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference |292293### Integrations & Coding Patterns294| Topic | URL |295|-------|-----|296| Use AgentServer SDK APIs for long-running agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-reference |297| Add Responses or Invocations protocol adapters to hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-protocol-adapter |298| Connect enterprise AI gateways to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway |299| Integrate real-time voice with Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/build-voice-agent |300| Validate private agentic retrieval with Foundry IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-retrieval |301| Invoke Foundry hosted agents using azd commands | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/invoke-hosted-agent |302| Enable agent optimizer integration for hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/make-agent-optimizer-ready |303| Connect Foundry agents to remote A2A agent endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent |304| Integrate Azure AI Search indexes with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search |305| Integrate Azure Speech MCP tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech |306| Integrate Azure Functions as tools for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions |307| Use Bing Grounding tools with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools |308| 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 |309| Use Code Interpreter tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter |310| Add managed connector MCP servers to agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/connectors |311| Connect Microsoft Fabric data agents to Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric |312| Connect Foundry agents to Fabric IQ data | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric-iq |313| Configure file search tool and vector stores for agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search |314| Implement function calling with Foundry agents | https://learn.microsoft.com/en-u315316…(truncated)
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