automotive-mbd

automotive-mbd is a skill for Claude Code, Codex from pangzhenying2025/hermes-automotive-skills. It costs 56 tokens per session (20,171 once invoked), scanned A, a copy of automotive-access-control, MIT.

A large set of guidance files for model-based development of automotive software. Model-based development means designing and testing system behavior in models before generating or writing production code; the topics include ASCET, Simulink, Stateflow, code generation, and rapid prototyping.

In plain words
What is it for?
Use it for model creation, simulation, validation, verification, code generation, rapid prototyping, and production ECU development.
Why use it?
It helps teams handle the many tools and checks involved in turning models into embedded vehicle software.

Skill for Claude CodeCodex

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

Good fit Use it for model creation, simulation, validation, verification, code generation, rapid prototyping, and production ECU development.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd
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 pangzhenying2025/hermes-automotive-skills --skill automotive-mbd
Clone the repo
git clone --depth 1 https://github.com/pangzhenying2025/hermes-automotive-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 automotive-mbd

README.md
[![agentmods](https://agentmods.dev/badge/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd/github.svg)](https://agentmods.dev/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd)
Your own site
<a href="https://agentmods.dev/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd"><img src="https://agentmods.dev/badge/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd/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 automotive-mbd

Your own site · 80×15
<a href="https://agentmods.dev/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd"><img src="https://agentmods.dev/badge/skills/pangzhenying2025/hermes-automotive-skills/automotive-mbd.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 20,171 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 80% copy Near-identical to another mod 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 $0.00056 $0.20171
Opus 5 $0.00028 $0.10086
Sonnet 5 $0.00011 $0.04034
Haiku 4.5 $0.00006 $0.02017

Measured 12d ago against content hash 8fd333be05c1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

automotive-mbd 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 12d 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.

Origin

This is a copy

80% identical to automotive-access-control — 1,165 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/automotive-mbd/SKILL.md · 4,062 lines

How it starts

The opening of the file, as written. The whole thing — 4,062 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Automotive Mbd

166 skill files covering mbd domain for automotive software engineering.

Applicable Standards

  • ASPICE Level 3
  • AUTOSAR 4.4
  • ISO 21434
  • ISO 26262

Use Cases

  • MBD system development
  • Ascet optimization
  • Production ECU implementation
  • Code Generation optimization
  • Embedded Coder optimization
  • Model Validation optimization
  • Model Verification optimization
  • Rapid Prototyping optimization
  • Simulation optimization
  • Simulink Modeling optimization
  • Stateflow optimization
  • Targetlink optimization

Topics Covered

Ascet

  • ascet-001
  • ascet-002
  • ascet-003
  • ascet-004
  • ascet-005
  • ascet-006
  • ascet-007
  • ascet-008
  • ascet-009
  • ascet-010
  • ascet-011
  • ascet-012
  • ascet-013
  • ascet-014
  • ascet-015
  • ascet-016

Code Generation

  • code-generation-001
  • code-generation-002
  • code-generation-003
  • code-generation-004
  • code-generation-005
  • code-generation-006
  • code-generation-007
  • code-generation-008
  • code-generation-009
  • code-generation-010
  • code-generation-011
  • code-generation-012
  • code-generation-013
  • code-generation-014
  • code-generation-015
  • code-generation-016

Embedded Coder

  • embedded-coder-001
  • embedded-coder-002
  • embedded-coder-003
  • embedded-coder-004
  • embedded-coder-005
  • embedded-coder-006
  • embedded-coder-007
  • embedded-coder-008
  • embedded-coder-009
  • embedded-coder-010
  • embedded-coder-011
  • embedded-coder-012
  • embedded-coder-013
  • embedded-coder-014
  • embedded-coder-015
  • embedded-coder-016

Model Validation

  • model-validation-001
  • model-validation-002
  • model-validation-003
  • model-validation-004
  • model-validation-005
  • model-validation-006
  • model-validation-007
  • model-validation-008
  • model-validation-009
  • model-validation-010
  • model-validation-011
  • model-validation-012
  • model-validation-013
  • model-validation-014
  • model-validation-015
  • model-validation-016

Model Verification

  • model-verification-001
  • model-verification-002
  • model-verification-003
  • model-verification-004
  • model-verification-005
  • model-verification-006
  • model-verification-007
  • model-verification-008
  • model-verification-009
  • model-verification-010
  • model-verification-011
  • model-verification-012
  • model-verification-013
  • model-verification-014
  • model-verification-015
  • model-verification-016

Read the full file on GitHub · 4,062 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. 12d ago First seen · 4,062 lines · 56 tokens per session scan A 8fd333be05c1

Subscribe to this mod's changes

automotive-mbd is a skill published in the GitHub repository pangzhenying2025/hermes-automotive-skills (5 stars, last pushed 3mo ago), licensed MIT. It adds 56 tokens to every session and 20,171 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 80% identical to automotive-access-control, differing in 1,165 lines, and is treated as a copy.