# Azure Foundry Classic

> Azure Foundry Classic Skill

- Skill: `comeonoliver/azure-foundry-classic` (Agent Skill)
- Install (CLI): `npx skillmds@latest add comeonoliver/azure-foundry-classic`
- Raw SKILL.md: https://api.skillmd.com/api/skills/comeonoliver/azure-foundry-classic/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: ComeOnOliver (https://skillmd.com/u/comeonoliver)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/comeonoliver/azure-foundry-classic

---

# 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-previ

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