Hig Project Context
raintree-technology/hig-doctor
Create or update a shared Apple design context document that other HIG skills use to tailor guidance.
苹果FoundationModels框架用于设备上的LLM——文本生成、使用@Generable进行引导生成、工具调用,以及在iOS 26+中的快照流。
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC foundation-models-on-device --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .claude/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .claude/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-deviceType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC foundation-models-on-device --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .agents/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .agents/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC foundation-models-on-device --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .cursor/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .cursor/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/affaan-m/ECC.git --path docs/zh-CN/skills/foundation-models-on-device--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC foundation-models-on-device --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .gemini/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .gemini/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install affaan-m/ECC foundation-models-on-deviceInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .github/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .github/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill foundation-models-on-device -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install affaan-m/ECC foundation-models-on-device --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/zh-CN/skills/foundation-models-on-device .opencode/skills/foundation-models-on-device && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "foundation-models-on-device" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/foundation-models-on-device into .opencode/skills/foundation-models-on-device/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "foundation-models-on-device", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
foundation-models-on-device苹果FoundationModels框架用于设备上的LLM——文本生成、使用@Generable进行引导生成、工具调用,以及在iOS 26+中的快照流。
Foundation Models On Device is an agent skill from affaan-m/ECC. 苹果FoundationModels框架用于设备上的LLM——文本生成、使用@Generable进行引导生成、工具调用,以及在iOS 26+中的快照流。
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Mobile. It works with iOS. The repository describes itself as: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 2d515e4. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are swift).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Foundation Models On Device loads about 1.5k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 151 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from affaan-m/ECC at commit 2d515e4, republished under its MIT licence (© affaan-m). 151 words, ~1,489 tokens.
.claude/skills/foundation-models-on-device/SKILL.md (or your agent's skills folder).使用 FoundationModels 框架将苹果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,以保护隐私并支持离线使用。
在创建会话之前,始终检查模型可用性:
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)")
}
}
}// Single-turn: create a new session each time
let session = LanguageModelSession()
let response = try await session.respond(to: "What's a good month to visit Paris?")
print(response.content)
// Multi-turn: reuse session for conversation context
let session = LanguageModelSession(instructions: """
You are a cooking assistant.
Provide recipe suggestions based on ingredients.
Keep suggestions brief and practical.
""")
let first = try await session.respond(to: "I have chicken and rice")
let followUp = try await session.respond(to: "What about a vegetarian option?")指令的关键点:
生成结构化的 Swift 类型,而不是原始字符串:
@Generable(description: "Basic profile information about a cat")
struct CatProfile {
var name: String
@Guide(description: "The age of the cat", .range(0...20))
var age: Int
@Guide(description: "A one sentence profile about the cat's personality")
var profile: String
}let response = try await session.respond(
to: "Generate a cute rescue cat",
generating: CatProfile.self
)
// Access structured fields directly
print("Name: \(response.content.name)")
print("Age: \(response.content.age)")
print("Profile: \(response.content.profile)").range(0...20) — 数值范围.count(3) — 数组元素数量description: — 生成的语义引导让模型调用自定义代码以执行特定领域的任务:
struct RecipeSearchTool: Tool {
let name = "recipe_search"
let description = "Search for recipes matching a given term and return a list of results."
@Generable
struct Arguments {
var searchTerm: String
var numberOfResults: Int
}
func call(arguments: Arguments) async throws -> ToolOutput {
let recipes = await searchRecipes(
term: arguments.searchTerm,
limit: arguments.numberOfResults
)
return .string(recipes.map { "- \($0.name): \($0.description)" }.joined(separator: "\n"))
}
}let session = LanguageModelSession(tools: [RecipeSearchTool()])
let response = try await session.respond(to: "Find me some pasta recipes")do {
let answer = try await session.respond(to: "Find a recipe for tomato soup.")
} catch let error as LanguageModelSession.ToolCallError {
print(error.tool.name)
if case .databaseIsEmpty = error.underlyingError as? RecipeSearchToolError {
// Handle specific tool error
}
}使用 PartiallyGenerated 类型为实时 UI 流式传输结构化响应:
@Generable
struct TripIdeas {
@Guide(description: "Ideas for upcoming trips")
var ideas: [String]
}
let stream = session.streamResponse(
to: "What are some exciting trip ideas?",
generating: TripIdeas.self
)
for try await partial in stream {
// partial: TripIdeas.PartiallyGenerated (all properties Optional)
print(partial)
}@State private var partialResult: TripIdeas.PartiallyGenerated?
@State private var errorMessage: String?
var body: some View {
List {
ForEach(partialResult?.ideas ?? [], id: \.self) { idea in
Text(idea)
}
}
.overlay {
if let errorMessage { Text(errorMessage).foregroundStyle(.red) }
}
.task {
do {
let stream = session.streamResponse(to: prompt, generating: TripIdeas.self)
for try await partial in stream {
partialResult = partial
}
} catch {
errorMessage = error.localizedDescription
}
}
}| 决策 | 理由 |
|---|---|
| 设备端执行 | 隐私性——数据不离开设备;支持离线工作 |
| 4,096 个令牌限制 | 设备端模型约束;跨会话分块处理大数据 |
| 快照流式传输(非增量) | 对结构化输出友好;每个快照都是一个完整的部分状态 |
@Generable 宏 | 为结构化生成提供编译时安全性;自动生成 PartiallyGenerated 类型 |
| 每个会话单次请求 | isResponding 防止并发请求;如有需要,创建多个会话 |
response.content(而非 .output) | 正确的 API——始终通过 .content 属性访问结果 |
model.availability——处理所有不可用的情况instructions 来引导模型行为——它们的优先级高于提示词isResponding——会话一次处理一个请求response.content 访问结果——而不是 .output@Generable——比解析原始字符串提供更强的保证GenerationOptions(temperature:) 来调整创造力(值越高越有创意)model.availability 就创建会话.output 而不是 .content 来访问响应数据@Generable 结构化输出可行时,却去解析原始字符串响应© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in docs/zh-CN/skills/foundation-models-on-device of affaan-m/ECC.
Open the folder on GitHubat commit 2d515e4
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in affaan-m/ECC, which our catalogue first saw on October 7, 2026.
Foundation Models On Device next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Foundation Models On Device this skillaffaan-m/ECC | 277k | 3 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Hig Project Contextraintree-technology/hig-doctor | 144 | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Hig Components Contentraintree-technology/hig-doctor | 144 | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Discover iOS KeysPoomSmart/MGKeys | 238 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Argent Metro Debuggerbbplayer-app/BBPlayer | 1.2k | — | ~3.4k | Automated safety check: Pass | MIT | |
| iOS Simulator Skilln0an/VivaDicta | 130 | 1 repos | ~2.5k | Automated safety check: Pass | MIT |
raintree-technology/hig-doctor
Create or update a shared Apple design context document that other HIG skills use to tailor guidance.
raintree-technology/hig-doctor
Apple Human Interface Guidelines for content display components.
PoomSmart/MGKeys
Discover and map new MobileGestalt keys for a new iOS version in MGKeys.
bbplayer-app/BBPlayer
Debug a JS runtime via CDP using argent debugger tools. An agent skill from bbplayer-app/BBPlayer.
n0an/VivaDicta
21 production-ready scripts for iOS app testing, building, and automation.
Code-with-Beto/skills
Scaffold a unified, cross-platform color theme system into an Expo Router app.
affaan-m/ECC
Audits your installed Claude skills and commands for quality, with a quick mode for recently changed skills and a full mode that evaluates all of them through subagents.
affaan-m/ECC
Ingests, indexes, searches, edits and monitors video, audio and live streams through the VideoDB Python SDK, returning stream links, clips and timestamps.
affaan-m/ECC
Route broad documentation-governance requests to existing ECC skills and run an opt-in, read-only audit of mapped documentation roles, links, ADR indexes, and evidence references.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
affaan-m/ECC
Builds DRAFT counterparty agreements from one markdown template and a small JSON spec per party, with clauses picked by the party's role.
affaan-m/ECC
Set an ECC-specific frontend design direction for production UI work.
Works with
Categories
苹果FoundationModels框架用于设备上的LLM——文本生成、使用@Generable进行引导生成、工具调用,以及在iOS 26+中的快照流。. Foundation Models On Device is an agent skill from affaan-m/ECC.
Foundation Models On Device fits situations like: mobile work in your project.
Run `npx skills add affaan-m/ECC --skill foundation-models-on-device -a claude-code`. Or copy the skill folder (docs/zh-CN/skills/foundation-models-on-device in affaan-m/ECC) into .claude/skills/foundation-models-on-device in your project. Claude Code loads it when a task matches its description.
Run `npx skills add affaan-m/ECC --skill foundation-models-on-device -a codex`. Or copy the skill folder (docs/zh-CN/skills/foundation-models-on-device in affaan-m/ECC) into .agents/skills/foundation-models-on-device in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add affaan-m/ECC --skill foundation-models-on-device -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/foundation-models-on-device, .gemini/skills/foundation-models-on-device, .github/skills/foundation-models-on-device and .opencode/skills/foundation-models-on-device in your project.
SKILL.md names no scripts, command-line tools or credentials: Foundation Models On Device is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Foundation Models On Device is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Foundation Models On Device: Hig Project Context (raintree-technology/hig-doctor, 144 stars), Hig Components Content (raintree-technology/hig-doctor, 144 stars), Discover iOS Keys (PoomSmart/MGKeys, 238 stars) and Argent Metro Debugger (bbplayer-app/BBPlayer, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 276,673 GitHub stars. The repository holds 683 skills in this directory. The repository was last updated on October 11, 2026.
Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.