Azure Foundry Classic Skill
This skill provides expert guidance for Azure Foundry Classic. 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.
25 stars
Best use case
Azure Foundry Classic Skill is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
This skill provides expert guidance for Azure Foundry Classic. 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.
Teams using Azure Foundry Classic Skill should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
$curl -o ~/.claude/skills/azure-foundry-classic/SKILL.md --create-dirs "https://raw.githubusercontent.com/ComeOnOliver/skillshub/main/skills/MicrosoftDocs/Agent-Skills/azure-foundry-classic/SKILL.md"
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/azure-foundry-classic/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How Azure Foundry Classic Skill Compares
| Feature / Agent | Azure Foundry Classic Skill | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
This skill provides expert guidance for Azure Foundry Classic. 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.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Azure Foundry Classic Skill This skill provides expert guidance for Azure Foundry Classic. 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-L45 | Diagnosing and fixing Foundry issues: compute sessions, deployments/monitoring, private endpoints, Azure OpenAI fine-tuning errors, and known bugs with workarounds. | | Best Practices | L46-L67 | Best practices for prompts, safety, fine-tuning (incl. vision & function calling), performance/latency, cost, HA/DR, and using Azure OpenAI/Foundry reasoning and On Your Data features. | | Decision Making | L68-L98 | Guidance on choosing models, regions, versions, costs, capacity, governance, migration paths, and lifecycle/BCDR strategies for Azure OpenAI and Microsoft Foundry deployments | | Architecture & Design Patterns | L99-L104 | RAG/indexing design patterns in Foundry and how to architect hub projects for high availability, failover, and disaster recovery. | | Limits & Quotas | L105-L119 | Quotas, rate limits, regional availability, and capacity options for Foundry Agents, models, Azure OpenAI (incl. batch, dynamic quota, priority), plus how to view, manage, and increase them. | | Security | L120-L166 | Security, access, and governance for Foundry: encryption, RBAC, networks/Private Link, Azure Policy, content safety/guardrails, data privacy, and securing Azure OpenAI/tools. | | Configuration | L167-L211 | Configuring and monitoring Foundry and Azure OpenAI: infrastructure, agents, hubs, tools, storage, networking, tracing, evaluations, and metrics/logs for reliable AI app deployments. | | Integrations & Coding Patterns | L212-L325 | Patterns and code to integrate Foundry and Azure OpenAI models/agents with tools, data sources, SDKs, search/grounding, real‑time audio, evaluations, and external services. | | Deployment | L326-L343 | Deploying and managing Foundry hubs, agents, models, and prompt flows (Bicep/Terraform/SDK), integrating with CI/CD, handling outages/recovery, and checking regional feature availability | ### Troubleshooting | Topic | URL | |-------|-----| | Troubleshoot compute sessions and issues in Foundry prompt flow | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-troubleshoot | | Troubleshoot Foundry deployments and monitoring issues | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-deploy-and-monitor | | Troubleshoot private endpoint connectivity for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-secure-connection-project | | Troubleshoot Azure OpenAI fine-tuning in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-troubleshoot | | Resolve known issues and workarounds in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-known-issues | ### Best Practices | Topic | URL | |-------|-----| | Apply safety evaluation best practices in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/safety-evaluations-transparency-note | | Deploy and use DeepSeek-R1 reasoning model in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/tutorials/get-started-deepseek-r1 | | Plan Disaster Recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-disaster-recovery | | Design High Availability and Resiliency for Foundry Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/high-availability-resiliency | | Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/advanced-prompt-engineering | | Format document-embedded prompts for stronger Foundry guardrails | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding | | Apply fine-tuning considerations in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/fine-tuning-considerations | | Engineer effective image prompts for vision models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/gpt-4-v-prompt-engineering | | Use prompt engineering techniques for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/prompt-engineering | | Use safety system message templates for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/safety-system-message-templates | | Implement safety system messages in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/system-message | | Fine-tune Azure OpenAI for function calling in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions | | Apply vision fine-tuning best practices in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-vision | | Optimize Azure OpenAI performance and latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/latency | | Apply best practices for Azure OpenAI On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-best-practices | | Optimize latency using predicted outputs in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/predicted-outputs | | Reduce cost and latency with Azure OpenAI prompt caching | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching | | Apply Azure OpenAI reasoning models for complex tasks | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reasoning | ### Decision Making | Topic | URL | |-------|-----| | Choose Azure OpenAI models and regions for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support | | Decide when and how to fine-tune models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview | | Use Foundry model benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks | | Plan for Foundry model deprecation and retirement | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-lifecycle-retirement | | Plan Microsoft Foundry rollout and governance | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/planning | | Choose the right Azure resource type for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types | | Select Foundry deployment types and residency options | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types | | Choose and manage Microsoft Foundry model versions | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions | | Choose and manage Microsoft Foundry model versions | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions | | Select Azure-sold Foundry models by region | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-sold-directly-by-azure | | Choose between GPT-5 and GPT-4.1 in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/model-choice-guide | | Upgrade AI apps from GitHub Models to Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-github-models | | Select SDKs and languages for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages | | Compare Foundry models with leaderboard tools | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog | | Plan and manage Microsoft Foundry hub costs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage | | Migrate from Hub-Based to New Foundry Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project | | Decide when and how to upgrade Azure OpenAI to Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/upgrade-azure-openai | | Choose content streaming and filtering modes for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming | | Understand and handle retired Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/legacy-models | | Plan for Azure OpenAI model deprecations and retirements | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements | | Adopt 2024 Updates for Provisioned Throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration | | Plan using your data with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data | | Plan BCDR strategy for Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/business-continuity-disaster-recovery | | Estimate and manage Foundry fine-tuning costs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-cost-management | | Plan Costs and Capacity for Provisioned Throughput Units | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-onboarding | | Migrate from preview to GA GPT Realtime API protocol | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-preview-api-migration-guide | | Manage Azure OpenAI model lifecycle and updates | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/working-with-models | ### Architecture & Design Patterns | Topic | URL | |-------|-----| | Apply RAG and indexing patterns in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/retrieval-augmented-generation | | Plan high availability and disaster recovery for Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-disaster-recovery | ### Limits & Quotas | Topic | URL | |-------|-----| | Understand quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits | | Rate limits and regional support for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network | | Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits | | Check regional availability matrix for serverless AI models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-availability | | Manage and request quotas for Foundry hub resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota | | Manage and Increase Model Deployment Quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota | | Enable Priority Processing for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/priority-processing | | Run large-scale batch jobs with Azure OpenAI Batch API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch | | Use Azure OpenAI dynamic quota for extra capacity | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota | | Manage Azure OpenAI quota and rate limits | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota | | Reference quotas and limits for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits | ### Security | Topic | URL | |-------|-----| | Configure Browser Automation tool securely in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation | | Securely configure Foundry Computer Use tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use | | Configure Authentication and Authorization in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry | | Configure customer-managed keys for Foundry encryption | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal | | Use customer-managed keys with Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal | | Configure RBAC for Microsoft Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry | | Configure content safety guardrails for Azure-sold models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety | | Use Role-Based Access Control in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry | | Understand vulnerability management for Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management | | Configure and use content filtering for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/content-filter | | Use default safety policies and guardrails in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies | | Configure Foundry model content filters and gated safety changes | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters | | Create custom Azure Policies to restrict Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-deployment-policies | | Configure Keyless Entra ID Authentication for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id | | Allow secure on-premises access from Foundry managed networks | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources | | Add Microsoft Foundry Resources to a Network Security Perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/add-foundry-to-network-security-perimeter | | Apply Azure Policy to Govern Foundry Hubs and Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy | | Enforce Foundry model deployment with built-in Azure Policy | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment | | Understand data handling and privacy for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy | | Configure managed network isolation for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network | | Configure Private Link for Microsoft Foundry Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link | | Create a secure Foundry hub with managed virtual network | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub | | Create custom Azure Policy for Foundry governance | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/custom-policy-definition | | Disable Shared-Key Access to Foundry Hub Storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth | | Secure storage accounts for Foundry evaluations with RBAC | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account | | Configure Private Link for Microsoft Foundry Hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link | | Configure Managed Virtual Networks for Foundry Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network | | Use Built-In Azure Policies for Foundry Model Deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy | | Secure configuration for Foundry playground chat on your data | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground | | Configure Azure Key Vault Connections for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection | | Use groundedness detection filter for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness | | Enable and interpret Prompt Shields in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields | | Use Protected Material Detection filter for LLM outputs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material | | Apply harm categories and severity levels in Foundry guardrails | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-severity-levels | | Understand default Guardrail safety policies in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies | | Configure Azure OpenAI content filters and gating | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters | | Configure Azure OpenAI with Entra ID managed identity | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity | | Secure Azure OpenAI with VNets and private endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network | | Add Azure OpenAI to a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter | | Monitor Azure OpenAI risks and safety activity | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/risks-safety-monitor | | Apply Azure RBAC to secure Azure OpenAI access | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control | | Create and manage block lists in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists | | Understand data processing and privacy for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/claude-models/data-privacy | ### Configuration | Topic | URL | |-------|-----| | Configure and troubleshoot Foundry capability hosts | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts | | Configure standard agent resources with data isolation | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup | | Set up infrastructure for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/environment-setup | | Configure Azure Monitor metrics for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics | | Configure Foundry agents to use your own Azure resources | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/use-your-own-resources | | Reference metrics and logs for monitoring Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service | | Configure Azure OpenAI graders in Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders | | Configure and use Foundry Models inference endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints | | Configure Foundry model deployments with CLI and Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/create-model-deployments | | Configure Azure Monitor and logs for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models | | Configure Customer-Managed Storage for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-foundry | | Configure Customer Storage for Speech and Language in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-speech-language-services | | Create and manage Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource | | Create and configure compute instances in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute | | Configure and manage prompt flow compute sessions | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session | | Add and manage data in hub-based Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add | | Configure cross-project access to serverless APIs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect | | Trace Foundry agents with OpenTelemetry configuration | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk | | Enable tracing and feedback for flow deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk | | Configure Azure tags to hide Foundry preview features | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features | | Configure continuous monitoring for Foundry AI applications | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications | | Monitor quality and token usage for prompt flows | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety | | Configure GPT-4 Turbo with Vision tool in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/azure-open-ai-gpt-4v-tool | | Configure Content Safety tool in Foundry prompt flows | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/content-safety-tool | | Use Embedding tool to generate vectors in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/embedding-tool | | Configure Index Lookup tool for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/index-lookup-tool | | Configure and use LLM tool in Foundry prompt flows | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/llm-tool | | Set up Prompt tool nodes in Foundry flows | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/prompt-tool | | Use and configure the Python tool in prompt flow | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/python-tool | | Set up Rerank tool to improve RAG search results | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/rerank-tool | | Configure Serp API tool integration in Foundry flows | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/serp-api-tool | | Configure Azure OpenAI for Azure Government cloud environments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/azure-government | | Configure Azure Blob Storage for Azure OpenAI Batch | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage | | Configure and run Azure OpenAI model evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations | | Configure monitoring and logging for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai | | Configure network and access for OpenAI On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration | | Create and Configure Provisioned Deployments in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started | | Configure reinforcement fine-tuning for reasoning models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning | | Configure reproducible output for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output | | Use stored completions and distillation in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions | | Reference monitoring metrics and logs for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference | ### Integrations & Coding Patterns | Topic | URL | |-------|-----| | Connect Foundry agents to existing Azure AI Search index | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search | | Use Azure AI Search tool samples with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search-samples | | Extend Foundry agents with Azure Functions tools | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions | | Use Azure Functions and Storage Queues with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions-samples | | Bing Search grounding code samples for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-code-samples | | Use Custom Bing Search grounding with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search | | Custom Bing Search grounding code samples | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search-samples | | Ground Foundry agents with Bing Search results | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding | | Implement Browser Automation tool with Foundry agent samples | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation-samples | | Run Python code with Foundry Code Interpreter tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter | | Use Computer Use tool with Azure AI Projects SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use-samples | | Integrate deprecated Deep Research tool via SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research-samples | | Use Microsoft Fabric data agents with Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric | | Configure and use Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search | | Upload files with Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search-upload-files | | Implement function calling in Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling | | Integrate Logic Apps with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/logic-apps | | Connect MCP servers to Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol | | MCP tool code samples for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol-samples | | Configure OpenAPI tools with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec | | OpenAPI tool code samples for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec-samples | | Ground Foundry agents with SharePoint content | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint | | SharePoint grounding tool examples for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples | | Trigger Foundry agents from Logic Apps events | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers | | Use serverless API inference examples for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples | | Call Foundry Models using the Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses | | Process images and audio in Foundry chat completions | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-multi-modal | | Use reasoning models with Foundry APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-reasoning | | Generate text embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-embeddings | | Deploy and integrate Claude models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-claude | | Generate image embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-image-embeddings | | Generate structured outputs from Foundry chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs | | Add and Configure Connections in Foundry Projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add | | Evaluate AI agents using the Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/agent-evaluate-sdk | | Run local evaluations with Azure AI Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk | | Integrate LangChain with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain | | Connect LangGraph and LangChain to Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents | | Integrate LlamaIndex with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index | | Run AI Red Teaming Agent scans in Foundry cloud | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-ai-red-teaming-cloud | | Run AI Red Teaming Agent locally with Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-scans-ai-red-teaming-agent | | Choose and use Microsoft Foundry SDK endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview | | Use Semantic Kernel with Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel | | Trace OpenAI SDK applications with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application | | Use MCP server tools with Foundry in VS Code | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents-mcp | | Deploy and invoke CXRReportGen chest X-ray report model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen | | Deploy and call MedImageInsight medical image embeddings | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight | | Use MedImageParse 2D/3D medical image segmentation models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse | | Use Foundry endpoints for third-party integrations | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/integrate-with-other-apps | | Migrate from Azure AI Inference SDK to OpenAI SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-inference-to-openai-migration | | Use image-to-text models from Foundry catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models | | Use the Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle | | Generate audio with Azure OpenAI audio-enabled models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart | | Use Azure OpenAI authoring preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/authoring-reference-preview | | Create Azure OpenAI Assistants with tools | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant | | Implement Assistants function calling in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions | | Integrate Azure OpenAI Assistants with Logic Apps | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps | | Use chat completion models with Azure OpenAI API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt | | Use Azure OpenAI Assistants Code Interpreter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter | | Use Codex CLI and VS Code extension with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/codex | | Integrate and control Computer Use in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use | | Use Azure OpenAI image generation models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e | | Use o3 deep research model via Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research | | Migrate from Azure.AI.OpenAI .NET 1.0 beta to 2.0 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dotnet-migration | | Use Assistants file search with external data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search | | Test fine-tuned Azure OpenAI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test | | Fine-tune Foundry models using Python, REST, or portal | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning | | Implement function calling with Azure OpenAI chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling | | Call Azure OpenAI vision-enabled chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision | | Configure Azure OpenAI JSON mode responses | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode | | Migrate Azure OpenAI apps to OpenAI Python v1.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration | | Migrate Azure OpenAI apps to OpenAI JavaScript v4 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript | | Use GPT Realtime API for low-latency speech interactions | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio | | Integrate GPT Realtime API over SIP for voice calls | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip | | Integrate GPT Realtime API over WebRTC for audio | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc | | Implement GPT Realtime audio via WebSockets in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets | | Call Azure OpenAI Responses API for stateful multi-turn interactions | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses | | Implement structured outputs with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs | | Switch Python code between OpenAI and Azure OpenAI endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints | | Configure web_search tool with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search | | Configure Azure OpenAI webhooks for events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks | | Configure Azure OpenAI fine-tuning with Weights & Biases | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Realtime and Voice Live audio events with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference | | Use GA Realtime and Voice Live audio events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference-ga | | Use Azure OpenAI inference REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI v1 preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview-latest | | Use Azure OpenAI with Azure Search data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/azure-search | | Integrate Azure OpenAI with Azure Cosmos DB data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/cosmos-db | | Use Azure OpenAI with Elasticsearch data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/elasticsearch | | Integrate Azure OpenAI with MongoDB Atlas data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/mongo-db | | Use Azure OpenAI On Your Data via Python and REST | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/on-your-data | | Integrate Azure OpenAI with Pinecone vector data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/pinecone | | Convert text to speech using Azure OpenAI voices | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/text-to-speech-quickstart | | Fine-tune gpt-4o-mini on Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/tutorials/fine-tune | | Transcribe speech to text using Azure OpenAI Whisper | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/whisper-quickstart | | Build first Foundry app with SDKs | https://learn.microsoft.com/en-us/azure/foundry-classic/quickstarts/get-started-code | | Use Microsoft Foundry v1 REST API endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-project | ### Deployment | Topic | URL | |-------|-----| | Deploy Foundry Agent Service with private networking | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks | | Recover Foundry Agent Service from Resource and Data Loss | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-operator-disaster-recovery | | Recover Foundry Agent Service from Platform Outages | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-platform-disaster-recovery | | Deploy a Microsoft Foundry hub using Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-hub-template | | Provision Foundry hubs and projects with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-hub-terraform | | Deploy Microsoft Foundry resources using Bicep templates | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-template | | Provision Foundry hubs and projects with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-terraform | | Create Foundry hubs via Azure ML SDK and CLI | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/create-hub-project-sdk | | Integrate Foundry evaluations into Azure DevOps pipelines | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-azure-devops | | Integrate Foundry evaluations into GitHub Actions CI | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-github-action | | Deploy fine-tuned models via Foundry serverless API | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/fine-tune-serverless | | Deploy prompt flows as managed online endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/flow-deploy | | Create and deploy Azure OpenAI resources and models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/create-resource | | Deploy fine-tuned Azure OpenAI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-deploy | | Check Microsoft Foundry feature availability by cloud region | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/region-support |
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