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apple-on-device-ai

apple-on-device-ai is a skill for Claude Code from dpearson2699/swift-ios-skills. It costs 98 tokens per session (3,150 once invoked), scanned A, original, no licence file.

A collection of Apple technologies for running AI models directly on an iPhone, iPad, or Mac. It covers Apple’s local model frameworks, Core ML, MLX Swift, and llama.cpp.

In plain words
What is it for?
Use it for on-device chatbots, tool-calling features, local language models, and converting or compressing models for Core ML.
Why use it?
Running models on the device can keep user data local and avoid sending every request to a server. It also helps choose a runtime and adapt or compress existing Python models for Apple hardware.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the ios-ai-ml-skills plugin — 5 skills shipped together , and of all-ios-skills

not rated 1.3krepo +10 3mo ago A scan Socket: passSnyk: pass 98 tokens custom licence

Good fit Use it for on-device chatbots, tool-calling features, local language models, and converting or compressing models for Core ML.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/dpearson2699/swift-ios-skills/apple-on-device-ai
View source ↗ dpearson2699/swift-ios-skills skills.sh
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add dpearson2699/swift-ios-skills --skill apple-on-device-ai
Clone the repo
git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills

Made for: Claude Code.

Or install ios-ai-ml-skills, the plugin that ships this one along with the rest of its 5 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for apple-on-device-ai

README.md
[![agentmods](https://agentmods.dev/badge/skills/dpearson2699/swift-ios-skills/apple-on-device-ai/github.svg)](https://agentmods.dev/skills/dpearson2699/swift-ios-skills/apple-on-device-ai)
Your own site
<a href="https://agentmods.dev/skills/dpearson2699/swift-ios-skills/apple-on-device-ai"><img src="https://agentmods.dev/badge/skills/dpearson2699/swift-ios-skills/apple-on-device-ai/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for apple-on-device-ai

Your own site · 80×15
<a href="https://agentmods.dev/skills/dpearson2699/swift-ios-skills/apple-on-device-ai"><img src="https://agentmods.dev/badge/skills/dpearson2699/swift-ios-skills/apple-on-device-ai.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 98 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,150 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 15 Sept 2026
  • Snyk pass 15 Sept 2026
How audits are shown
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00098 $0.03150
Opus 5.5 $0.00039 $0.01260
Sonnet 5.5 $0.00020 $0.00630
Haiku 4.5 $0.00010 $0.00315

Measured 2mo ago against content hash 786b867f64b9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

apple-on-device-ai scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/apple-on-device-ai/SKILL.md · 330 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 330 lines · 98 tokens per session scan A 786b867f64b9

Subscribe to this mod's changes

apple-on-device-ai is a skill published in the GitHub repository dpearson2699/swift-ios-skills (1,279 stars, last pushed 3mo ago), with no licence file. It adds 98 tokens to every session and 3,150 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Claude CodeData and AIMobileaccessibilityagent-skillsai-codingapplecodex-skills
Related

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apple-on-device-ai next to 6 skills from other repositories
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apple-on-device-aidpearson2699/swift-ios-skillsSkill1.3k3mo agononeA98Claude Code
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foundation-modelsrshankras/claude-code-apple-skillsSkill867todayMITA29Claude Code
visual-intelligencershankras/claude-code-apple-skillsSkill867todayMITA28Claude Code
core-mlrshankras/claude-code-apple-skillsSkill867todayMITA54Claude Code
apple-intelligencershankras/claude-code-apple-skillsSkill867todayMITA34Claude Code
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