embedded-app-example-libs

embedded-app-example-libs is a skill for Claude Code, Codex from easyzoom/aix-skills. It costs 43 tokens per session (613 once invoked), scanned A, original, MIT.

A guide for studying and adapting embedded application examples such as ESP32 projects, home-automation systems, CAN-bus demos, and small game engines. It treats these projects as reference designs rather than automatically reusable libraries.

In plain words
What is it for?
Use it when porting an embedded example to another board, real-time operating system, or software kit, or when extracting its drivers, protocols, user interface, game loop, automation flow, or architecture.
Why use it?
It helps separate useful patterns from assumptions that may not fit the target product or hardware. This reduces the risk of copying demo code without checking its platform, dependencies, or purpose.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when porting an embedded example to another board, real-time operating…

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Install with agentmods
npx agentmods add skills/easyzoom/aix-skills/embedded-app-example-libs
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 easyzoom/aix-skills --skill embedded-app-example-libs
Clone the repo
git clone --depth 1 https://github.com/easyzoom/aix-skills

Made for: Claude Code, Codex.

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 embedded-app-example-libs

README.md
[![agentmods](https://agentmods.dev/badge/skills/easyzoom/aix-skills/embedded-app-example-libs.svg)](https://agentmods.dev/skills/easyzoom/aix-skills/embedded-app-example-libs)
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<a href="https://agentmods.dev/skills/easyzoom/aix-skills/embedded-app-example-libs"><img src="https://agentmods.dev/badge/skills/easyzoom/aix-skills/embedded-app-example-libs.svg" alt="Measured on agentmods" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 613 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.
Origin original 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 $0.00043 $0.00613
Opus 5 $0.00022 $0.00307
Sonnet 5 $0.00009 $0.00123
Haiku 4.5 $0.00004 $0.00061

Measured 7d ago against content hash 9d874136d6fe, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

embedded-app-example-libs 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 7d 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/embedded-app-example-libs/SKILL.md · 79 lines

How it starts

The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Embedded App Example Libs

Overview

Use this skill for application-level example projects and demo frameworks. Treat them as reference implementations to extract patterns from, not as drop-in libraries, unless the target platform and product requirements match closely.

When To Use

Use this skill when:

  • The user wants to adapt ESP32-IoT-Platform, HomeAutomation, CanBus-Triple, TinyGameEngine, or a similar example project.
  • The task involves extracting architecture, drivers, protocols, UI/game loops, CAN logic, automation flows, or platform services from a demo.
  • The user wants to port an example to a different board, RTOS, SDK, or product.

Do not use this skill for small standalone libraries with clear APIs. Use the relevant integration skill instead.

First Questions

Ask for:

  • Example project name, source, and target board.
  • What should be reused: architecture, driver, protocol, UI, game engine, automation flow, or build system.
  • Current target platform and differences from the example.
  • Dependencies: SDK, RTOS, network, display, storage, CAN, sensors, or cloud.
  • Whether this is learning, prototype, or production work.

Adaptation Checklist

  1. Identify reusable layer. Separate product idea, app logic, drivers, middleware, and build system.

  2. Compare platform assumptions. SDK version, pin mapping, memory, RTOS, filesystem, network, and peripherals must match or be adapted.

  3. Avoid wholesale copy. Extract the smallest pattern or module that solves the user's problem.

  4. Replace secrets and endpoints. Remove demo credentials, hardcoded cloud endpoints, keys, and private IDs.

  5. Verify one scenario. Run a minimal app flow on the target before adding features.

Common Failures

  • Copying an entire demo and inheriting unused dependencies.
  • Keeping board-specific pin maps or credentials.
  • Treating example timing and memory as production-ready.
  • Porting cloud or home automation flows without defining security and update policy.
  • Adapting game/UI loops without measuring frame time and input latency.

Read the full file on GitHub · 79 lines

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. 7d ago First seen · 79 lines · 43 tokens per session scan A 9d874136d6fe

Subscribe to this mod's changes

embedded-app-example-libs is a skill published in the GitHub repository easyzoom/aix-skills (31 stars, last pushed 1mo ago), licensed MIT. It adds 43 tokens to every session and 613 once invoked, about $0.0002 per session on Opus 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.

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