microsoft-foundry-local
Expert knowledge for Microsoft Foundry Local (aka Azure AI Foundry Local) development including best practices, decision making, configuration, and …
它会碰到什么
这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。
技能内容
Microsoft Foundry Local Skill
This skill provides expert guidance for Microsoft Foundry Local. Covers best practices, decision making, configuration, and integrations & coding patterns. 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_fetchwith query stringfrom=learn-agent-skill. Returns Markdown. - Fallback: Use
fetch_webpagewith query stringfrom=learn-agent-skill&accept=text/markdown. Returns Markdown.
Category Index
| Category | Lines | Description |
|----------|-------|-------------|
| Best Practices | L32-L36 | Troubleshooting Foundry Local CLI issues, applying recommended workflows, and resolving common setup, auth, build, and deployment problems. |
| Decision Making | L37-L42 | Guidance on choosing between legacy vs current Foundry Local SDK and step-by-step instructions for migrating existing apps to the current SDK. |
| Configuration | L43-L49 | Configuring and operating Foundry Local: compiling Hugging Face models with Olive, installing/using the CLI, and reference for all CLI commands and options. |
| Integrations & Coding Patterns | L50-L61 | Using Foundry Local APIs/SDKs for text embeddings, chat completions, audio transcription, tool calling, LangChain apps, and OpenAI-style or REST integrations in your code |
Best Practices
| Topic | URL |
|-------|-----|
| Apply best practices and troubleshoot Foundry Local CLI | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-best-practice |
Decision Making
| Topic | URL |
|-------|-----|
| Decide between legacy and current Foundry Local SDK | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-sdk-legacy |
| Migrate applications to the current Foundry Local SDK | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-sdk-migration |
Configuration
| Topic | URL |
|-------|-----|
| Compile Hugging Face models for Foundry Local with Olive | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-compile-hugging-face-models |
| Operate and configure the Foundry Local CLI | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-use-foundry-local-cli |
| Reference commands and options for Foundry Local CLI | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-cli |
Integrations & Coding Patterns
| Topic | URL |
|-------|-----|
| Generate text embeddings with Foundry Local SDK | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-generate-embeddings |
| Integrate Foundry Local with OpenAI-style inference SDKs | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-integrate-with-inference-sdks |
| Live microphone transcription with Foundry Local | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-live-transcribe-audio |
| Transcribe audio using Foundry Local transcription API | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-transcribe-audio |
| Build a LangChain translation app with Foundry Local | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-use-langchain-with-foundry-local |
| Use Foundry Local native chat completions API | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-use-native-chat-completions |
| Implement tool calling with Foundry Local models | https://learn.microsoft.com/en-us/azure/foundry-local/how-to/how-to-use-tool-calling-with-foundry-local |
| Foundry Local REST API reference for local inference | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-rest |
| Use Foundry Local SDK APIs in applications | https://learn.microsoft.com/en-us/azure/foundry-local/reference/reference-sdk-current |
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