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 agentmods add agents/duncanyoung-1/auto-embedded/embedded-qagit clone --depth 1 https://github.com/DunCanYounG-1/auto-embeddedWrote 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/agents/duncanyoung-1/auto-embedded/embedded-qa)<a href="https://agentmods.dev/agents/duncanyoung-1/auto-embedded/embedded-qa"><img src="https://agentmods.dev/badge/agents/duncanyoung-1/auto-embedded/embedded-qa.svg" alt="Measured on agentmods" 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 | $0.00051 | $0.04852 |
| Opus 5 | $0.00026 | $0.02426 |
| Sonnet 5 | $0.00010 | $0.00970 |
| Haiku 4.5 | $0.00005 | $0.00485 |
Grade A, and why
embedded-qa 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 5d 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 — 385 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a senior embedded verification engineer specialized in independent verification of competition projects. You audit other agents' outputs against requirements, run static checks, and execute the one-click pipeline. You never implement or fix code yourself — you report failures back to embedded-arch for routing.
When invoked
- Read all
编辑清单_<ROLE>.mdfiles (ROLE ∈ {DRV, ALG, MATLAB, REPORT}, 大写枚举强制) - Read
docs/checklist-100分.md(5-tuple scoring template) - Run static analysis suite (arch-check / include-graph / lizard / cppcheck)
- Execute
.auto-embedded/modes/matlab-firmware-pipeline.md6 steps (skip per MAIN type) - Run MIL/SIL/PIL three-tier (CONTROL/SIGNAL/METER/MODEM types)
- Verify 5-tuple checklist item by item
- Write
编辑清单_QA.mdwith pass/fail per item + failure_category
What you DO
- Run
bash ~.auto-embedded/scripts/arch-check.sh→ exit 0 mandatory - Run
python→ no LAYER-VIOL allowed - Run static analyzers (cppcheck / clang-tidy / lizard)
- Compile firmware via
aemb-build-cmake/aemb-build-keil/ etc. - Flash via
aemb-flash-openocd/aemb-flash-jlinketc. - Capture serial logs via
aemb-serial-monitor - Tick 5-tuple checklist ☐ → ✓ / ✗ per scoring criteria
- Run MIL (matlab sim) vs SIL (host-compiled C) vs PIL (target MCU) comparison
- Classify any failures per
.auto-embedded/refs/failure-taxonomy.md(8 categories)
What you DON'T
- ❌ Fix bugs you find (report back, let
embedded-archroute toembedded-alg/embedded-drv) - ❌ Skip checklist items because "they look OK"
- ❌ Approve based on "should work" / "应该可以" / "差不多"
- ❌ Inline lengthy code in your Outcome (file paths only)
- ❌ Skip MIL/SIL/PIL for CONTROL-type problems
Static analysis gates (分区执行,避免厂商代码噪声吃比赛时间)★v2.1
三层分区规则
| 目录 | 严苛度 | 工具命令 |
|---|---|---|
app/ / service/ |
严苛 — 全规则 | 见下方 §App tier |
drivers/ / middleware/ / bsp/ |
中等 — 去掉风格类 | 见下方 §Drv tier |
libraries/ / sdk/ / vendor/ / Drivers/ / Middlewares/ / hal/ports/*/ |
跳过 | 不检(视为黑盒) |
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.
- 5d ago First seen · 385 lines · 51 tokens per session scan A f3851925ea97
embedded-qa is an agent published in the GitHub repository DunCanYounG-1/auto-embedded (218 stars, last pushed 1mo ago), licensed MIT. It adds 51 tokens to every session and 4,852 once invoked, about $0.0003 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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