Foundation Models on Device

デバイス上基盤モデルの実装パターン、量子化、最適化、およびプライバシーを考慮した推論。

293,665 stars 43,456 forksAI, LLMs & Agents Plugin marketplace

Install

Claude Code plugin
/plugin marketplace add affaan-m/ECC

The repo is a Claude Code plugin marketplace. Run /plugin afterwards to pick the plugin that includes this skill.

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add affaan-m/ECC --skill foundation-models-on-device
Manual install
git clone --depth 1 https://github.com/affaan-m/ECC.git /tmp/ECC
mkdir -p ~/.claude/skills
cp -r /tmp/ECC/docs/ja-JP/skills/foundation-models-on-device ~/.claude/skills/foundation-models-on-device

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# FoundationModels: On-Device LLM (iOS 26)

Patterns for integrating Apple's on-device language model into apps using the FoundationModels framework. Covers text generation, structured output with `@Generable`, custom tool calling, and snapshot streaming — all running on-device for privacy and offline support.

## When to Activate

- Building AI-powered features using Apple Intelligence on-device
- Generating or summarizing text without cloud dependency
- Extracting structured data from natural language input
- Implementing custom tool calling for domain-specific AI actions
- Streaming structured responses for real-time UI updates
- Need privacy-preserving AI (no data leaves the device)

## Core Pattern — Availability Check

Always check model availability before creating a session:

```swift
struct GenerativeView: View {
    private var model = SystemLanguageModel.default

    var body: some View {
        switch model.availability {
        case .available:
            ContentView()
        case .unavailable(.deviceNotEligible):
            Text("Device not eligible for Apple Intelligence")
        case .unavailable(.appleIntelligenceNotEnabled):
            Text("Please enable Apple Intelligence in Settings")
        case .unavailable(.modelNotReady):
            Text("Model is downloading or not ready")
        case .unavailable(let other):
            Text("Model unavailable: \(other)")
        }
    }
}
```

## Core Pattern — Basic Session
Read the full skill on GitHub

Details

Skill name
foundation-models-on-device
Repository
affaan-m/ECC
Path
docs/ja-JP/skills/foundation-models-on-device/SKILL.md
License
MIT
Repo updated
30 October 2026

FAQ

What does the Foundation Models on Device skill do?

デバイス上基盤モデルの実装パターン、量子化、最適化、およびプライバシーを考慮した推論。

How do I install the Foundation Models on Device skill?

Claude Code plugin: /plugin marketplace add affaan-m/ECC. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Foundation Models on Device popular?

It lives in affaan-m/ECC, which has 293,665 GitHub stars and 43,456 forks, and is included in 1 curated skill list.

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