How do I install the Azure Foundry Classic skill?

Run npx skillmds@latest add comeonoliver/azure-foundry-classic in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the Azure Foundry Classic skill do?

Azure Foundry Classic Skill It is listed under DevOps & Infra on SkillMD.

Is Azure Foundry Classic safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Azure Foundry Classic?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Azure Foundry Classic free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Azure Foundry Classic?

ComeOnOliver (@comeonoliver) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Azure Foundry Classic by comeonoliver

Name: Azure Foundry Classic
Author: ComeOnOliver

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

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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Azure Foundry Classic

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Azure Foundry Classic Skill

How to Use This Skill

Category Index

Troubleshooting

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Decision Making

Architecture & Design Patterns

Limits & Quotas

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Frequently asked questions

Azure Foundry Classic

File contents

Azure Foundry Classic Skill

How to Use This Skill

Category Index

Troubleshooting

Best Practices

Decision Making

Architecture & Design Patterns

Limits & Quotas

Security

Configuration

Integrations & Coding Patterns

Related skills

Frequently asked questions

How do I install the Azure Foundry Classic skill?

What does the Azure Foundry Classic skill do?

Is Azure Foundry Classic safe to use?

Which AI agents work with Azure Foundry Classic?

Is Azure Foundry Classic free to use?

Who published Azure Foundry Classic?