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microsoft/microsoft-foundry

使用 azd 端到端部署、評估、微調和管理 Foundry 代理程式:託管代理程式腳本/執行/部署、提示代理程式建立、批次評估、持續評估、提示最佳化、代理程式最佳化腳本、agent.yaml、從追蹤資料中策劃資料集、模型微調(SFT/DPO/RFT)。可用於:azd AI 代理程式、azd 佈建/部署、部署代理程式、託管代理程式、建立代理程式、為代理程式新增工具、叫用代理程式、評估代理程式、持續評估、持續監控、最佳化提示、改善提示、最佳化代理程式指令、代理程式最佳化、部署模型、Foundry 專案、RBAC、角色指派、權限、配額、容量、區域、疑難排解代理程式、部署失敗、AI 服務、建立 Foundry 資源、佈建、知識索引、自訂部署、上線、可用性、微調、SFT、DPO、RFT、訓練資料、評分器、蒸餾、微調模型、大型檔案上傳。請勿用於:Azure Functions、App Service、一般 Azure 部署(使用 azure-deploy)、一般 Azure 準備(使用 azure-prepare)。

microsoft-foundry 是什麼?

此技能提供了一套完整的端到端工具鏈,用於透過 Azure Developer CLI (azd) 在 Microsoft Foundry 平台上管理 AI 代理程式。它涵蓋了從建立和部署託管代理程式、進行批次和持續評估、到使用提示最佳化器和代理程式最佳化腳本最佳化提示與代理程式行為的完整生命週期。此技能還支援從代理程式執行追蹤中策劃微調資料集,並執行監督式微調 (SFT)、直接偏好最佳化 (DPO) 和強化學習微調 (RFT) 等高階模型微調技術。此外,它協助處理 Foundry 專案的管理任務,包括角色型存取控制 (RBAC)、配額監控、區域可用性檢查,以及模型部署和資源佈建的疑難排解。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/microsoft/azure-skills/tree/main/skills/microsoft-foundry

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說明文件

microsoft-foundry 是做什麼的?

使用 azd 端到端部署、評估、微調和管理 Foundry 代理程式:託管代理程式腳本/執行/部署、提示代理程式建立、批次評估、持續評估、提示最佳化、代理程式最佳化腳本、agent.yaml、從追蹤資料中策劃資料集、模型微調(SFT/DPO/RFT)。

可用於:

  • azd ai agent
  • azd provision/deploy
  • 部署代理程式
  • 託管代理程式
  • 建立代理程式
  • 為代理程式新增工具
  • 叫用代理程式
  • 評估代理程式
  • 持續評估
  • 持續監控
  • 最佳化提示
  • 改善提示
  • 最佳化代理程式指令
  • 代理程式最佳化
  • 部署模型
  • Foundry 專案
  • RBAC
  • 角色指派
  • 權限
  • 配額
  • 容量
  • 區域
  • 疑難排解代理程式
  • 部署失敗
  • AI 服務
  • 建立 Foundry 資源
  • 佈建
  • 知識索引
  • 自訂部署
  • 上線
  • 可用性
  • 微調
  • SFT
  • DPO
  • RFT
  • 訓練資料
  • 評分器
  • 蒸餾
  • 微調模型
  • 大型檔案上傳

請勿用於:

  • Azure Functions
  • App Service
  • 一般 Azure 部署(使用 azure-deploy)
  • 一般 Azure 準備(使用 azure-prepare)

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

microsoft/airunway-aks-setup

Agent skill 'airunway-aks-setup' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/appinsights-instrumentation

Agent skill 'appinsights-instrumentation' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-ai

Agent skill 'azure-ai' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-aigateway

Agent skill 'azure-aigateway' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-app-onboard

Agent skill 'azure-app-onboard' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-app-onboard-prereq

Assess whether source code is ready to deploy to Azure — the check BEFORE infrastructure work. Evaluates build health, app completeness, dependencies and local services, stack compatibility, and deployment feasibility. Answers questions about what your app needs before it can be deployed — frameworks, dependencies, and configuration. Checks whether dependencies are compatible and identifies deployment blockers and unsupported frameworks. WHEN: \"evaluate my repo\", \"is my app ready to deploy\", \"what does my app need to deploy\", \"what do I need before deploying\", \"does my app need\", \"can I ship this to Azure\", \"scan my repo for issues\", \"is this app deployable\", \"check if my app is ready for Azure\", \"do I need a Dockerfile\", \"what's blocking my deployment\", \"are there any blockers\", \"are my dependencies compatible\", \"does Azure support my framework\", \"what needs to change before deploying\", \"check my app configuration\".

microsoft/azure-cloud-migrate

Agent skill 'azure-cloud-migrate' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-compliance

Agent skill 'azure-compliance' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-compute

Agent skill 'azure-compute' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-cost

Agent skill 'azure-cost' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-cost-optimization

Identify Azure cost savings from usage and spending data. USE FOR: optimize Azure costs, reduce Azure spending/expenses, analyze Azure costs, find cost savings, generate cost optimization report, identify orphaned resources to delete, rightsize VMs, reduce waste, optimize Redis costs, optimize storage costs, AKS cost analysis add-on, namespace cost, cost spike, anomaly, budget alert, AKS cost visibility. DO NOT USE FOR: deploying resources (use azure-deploy), general Azure diagnostics (use azure-diagnostics), security issues (use azure-security)

microsoft/azure-deploy

Agent skill 'azure-deploy' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-diagnostics

Agent skill 'azure-diagnostics' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-enterprise-infra-planner

Agent skill 'azure-enterprise-infra-planner' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-hosted-copilot-sdk

Build, deploy, and modify GitHub Copilot SDK apps on Azure. MANDATORY when codebase contains @github/copilot-sdk or CopilotClient in package.json. PREFER OVER azure-prepare when copilot-sdk markers detected. WHEN: copilot SDK, @github/copilot-sdk, copilot-powered app, build copilot app, prepare copilot app, add feature to copilot app, modify copilot app, BYOM, bring your own model, CopilotClient, createSession, sendAndWait, azd init copilot. DO NOT USE FOR: deploying already-prepared copilot-sdk apps (use azure-deploy), general web apps without copilot SDK (use azure-prepare), Copilot Extensions, Foundry agents (use microsoft-foundry).

microsoft/azure-kubernetes

Agent skill 'azure-kubernetes' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-kusto

Agent skill 'azure-kusto' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-messaging

Agent skill 'azure-messaging' from microsoft/azure-skills. Use when the task matches this skill's domain.

microsoft/azure-observability

Azure Observability Services including Azure Monitor, Application Insights, Log Analytics, Alerts, and Workbooks. Provides metrics, APM, distributed tracing, KQL queries, and interactive reports. USE FOR: Azure Monitor, Application Insights, Log Analytics, Alerts, Workbooks, metrics, APM, distributed tracing, KQL queries, interactive reports, observability, monitoring dashboards. DO NOT USE FOR: instrumenting apps with App Insights SDK (use appinsights-instrumentation), querying Kusto/ADX clusters (use azure-kusto), cost analysis (use azure-cost-optimization).

microsoft/azure-postgres

azure-postgres — an installable skill for AI agents.

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