Foundation Models On-Device

Foundation Models On-Device is an AI Engineering skill for Claude Code, published by xu-xiang in everything-claude-code-zh.

1.9K stars307 forkson xu-xiang/everything-claude-code-zhAdded 2026/08/18+1% in starsRepository updated 2026/03/05

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Install in seconds

Install Foundation Models On-Device

Copy Foundation Models On-Device into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/xu-xiang/everything-claude-code-zh/tree/main/skills/foundation-models-on-device ~/.claude/skills/foundation-models-on-device

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/xu-xiang/everything-claude-code-zh.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/foundation-models-on-device/SKILL.md in xu-xiang/everything-claude-code-zh
Installs to: ~/.claude/skills/foundation-models-on-device
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Foundation Models On-Device does

Foundation Models On-Device integrates Apple's FoundationModels framework for on-device generative AI on iOS 26. It covers text generation, @Generable structured output, custom tool calls, and snapshot streaming for privacy-sensitive or offline features.

Foundation Models On-Device is cataloged under AI Engineering on DirSkills. Foundation Models On-Device comes from a repository tagged ai-agents, anthropic, claude, claude-code and developer-tools.

Documentation

README

Excerpt

FoundationModels：设备端大语言模型 (iOS 26)

使用 FoundationModels 框架将 Apple 的设备端语言模型集成到应用中的模式。涵盖文本生成、使用 @Generable 的结构化输出、自定义工具调用以及快照流式传输 —— 全部在设备端运行，以支持隐私保护和离线使用。

何时激活

使用 Apple Intelligence 在设备端构建 AI 驱动的功能
在不依赖云端的情况下生成或总结文本
从自然语言输入中提取结构化数据
为特定领域的 AI 操作实现自定义工具调用
流式传输结构化响应以实现实时 UI 更新
需要隐私保护的 AI（数据不离开设备）

核心模式 —— 可用性检查

在创建会话（Session）之前，请务必检查模型的可用性：

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Foundation Models On-Device

What else does xu-xiang publish alongside Foundation Models On-Device?
Foundation Models On-Device is one of 25 skills that DirSkills catalogs from xu-xiang/everything-claude-code-zh, the repository it ships in. Its siblings there include API Design Patterns, Article Writing and Autonomous Loops. Each one is a separate skill with its own page in this directory, installs the same way Foundation Models On-Device does, and is maintained by xu-xiang in that same repository. The rest of the collection is listed on the xu-xiang/everything-claude-code-zh page.
How does Foundation Models On-Device compare to other AI Engineering skills?
Foundation Models On-Device ranks #915 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Foundation Models On-Device against them. Open each page to compare what they document and how they install.