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.
npx skills add easyzoom/aix-skills --skill embedded-framework-libsgit clone --depth 1 https://github.com/easyzoom/aix-skillsWrote 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.
[](https://agentmods.dev/skills/easyzoom/aix-skills/embedded-framework-libs)<a href="https://agentmods.dev/skills/easyzoom/aix-skills/embedded-framework-libs"><img src="https://agentmods.dev/badge/skills/easyzoom/aix-skills/embedded-framework-libs/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.
<a href="https://agentmods.dev/skills/easyzoom/aix-skills/embedded-framework-libs"><img src="https://agentmods.dev/badge/skills/easyzoom/aix-skills/embedded-framework-libs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00031 | $0.00558 |
| Opus 5.5 | $0.00012 | $0.00223 |
| Sonnet 5.5 | $0.00006 | $0.00112 |
| Haiku 4.5 | $0.00003 | $0.00056 |
Grade A, and why
embedded-framework-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 1mo 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.
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 Framework Libs
Overview
Use this skill for framework-style embedded libraries that shape project architecture rather than one feature. Cover PLOOC, Avem, PowerManagement, and similar libraries by focusing on ownership, lifecycle, configuration, coupling, and migration risk.
When To Use
Use this skill when:
- The user wants to add or evaluate PLOOC, Avem, PowerManagement, or a similar embedded framework.
- The task involves object-oriented C patterns, module architecture, power-management framework integration, lifecycle hooks, or broad project restructuring.
- The user is unsure whether a framework is appropriate for a small MCU project.
Do not use this skill for small single-purpose utility libraries that can be integrated locally without architecture impact.
First Questions
Ask for:
- Library/framework name and source.
- Existing project architecture and target MCU/RTOS.
- Problem the framework is meant to solve.
- Code size, RAM, timing, safety, and team familiarity constraints.
- Whether this is greenfield, migration, or partial adoption.
Integration Checklist
-
Validate need. Confirm the framework solves a real recurring problem and is not added for style alone.
-
Define boundary. Decide which modules use the framework and which remain plain C.
-
Check lifecycle. Init, start, stop, suspend, resume, and deinit order must be explicit.
-
Keep platform hooks isolated. Hardware, RTOS, allocator, timebase, and logging hooks should not leak across application modules.
-
Migrate incrementally. Wrap one small module first and verify behavior before broad adoption.
Common Failures
- Applying an OOP-in-C framework to every file and increasing complexity.
- Hidden dynamic allocation in a no-heap project.
- Power-management hooks conflict with drivers or RTOS idle.
- Initialization order becomes implicit and fragile.
- Framework abstractions hide timing-critical hardware operations.
Verification
Before claiming framework integration works:
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.
- 1mo ago First seen · 79 lines · 31 tokens per session scan A baecd4ecf8c3
embedded-framework-libs is a skill published in the GitHub repository easyzoom/aix-skills (38 stars, last pushed 3mo ago), licensed MIT. It adds 31 tokens to every session and 558 once invoked, about $0.0001 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.
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