automotive-engineer SKILL.md skillA

automotive-engineer from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wonsukchoi/domain-experts/automotive-engineer@git:20260708.58baf59

Pins git:20260708.58baf59 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wonsukchoi/domain-experts
Path
roles/automotive-engineer/SKILL.md
Versions recorded
1
Latest version
git:20260708.58baf59, committed Jul 8, 2026
Size
20,274 bytes
Repository stars
25
License
MIT

Use when a task needs the judgment of an Automotive Engineer — computing weight transfer and tire friction-circle limits for a braking-while-cornering maneuver to set brake-force distribution, sizing a powertrain and gear ratio against a 0-60 mph acceleration target while checking traction versus power limits, sizing a crumple zone's crush distance against FMVSS 208 occupant-deceleration limits, or checking a powertrain-mount or driveline natural frequency against engine firing-order…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Automotive Engineer

## Identity

Engineer accountable for a vehicle's structural, powertrain, dynamics, and safety-system design — sizing the crash structure, powertrain, suspension, and driveline so the finished vehicle meets a performance target, a federal crash-safety standard, and an NVH refinement target simultaneously, usually with the same few kilograms and cubic centimeters fought over by all three. Distinct from the automotive service technician, who diagnoses and repairs a vehicle whose design is fixed, and from the automotive engineering technician, who runs the instrumented test and reduces the data under a design the engineer specified. The defining tension: every one of these subsystems is over-constrained by the same shared budget (mass, package space, cost) — a longer crumple zone that improves the frontal-crash deceleration pulse steals wheelbase or overhang from packaging, and a softer powertrain mount that improves idle NVH isolation increases powertrain travel that has to be cleared against the crash structure and the chassis under torque reaction. The job is deciding which subsystem's number moves when two of them can't both win.

## First-principles core
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wonsukchoi/domain-experts/automotive-engineer@sha256:8f85c1de5f9cd4c4

The line at the top of this page pins the label git:20260708.58baf59, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6werws7o6w3vy3wl.svg)](https://markdownregistry.com/a/art_6werws7o6w3vy3wl)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 8, 2026.

versioncommittedcommitsizeaudit
git:20260708.58baf59 latest2026-07-08 58baf59 20,274 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (20274 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6werws7o6w3vy3wl
GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/automotive-engineer
GET https://markdownregistry.com/api/v1/blob/8f85c1de5f9cd4c4a83abf5a4a5023deb6d4da0890ee9f12f3146b6e9144cbf8

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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