VE Skill Benchmark Adapter
Use this skill to adapt public Skill patterns into automotive value-engineering workflows without copying blindly.
Inputs
Accept any of:
- Links or notes from open-source Skill repositories.
- Existing
SKILL.mdfiles or Skill folder structures. - A target VE workflow such as BOM review, VAVE opportunity drafting, quote readiness, SOP writing, or adoption feedback.
- Constraints from the target team: data sensitivity, review owner, output format, and validation method.
Workflow
- Identify the source Skill's reusable pattern: interview workflow, checklist, scoring rubric, document generator, evidence auditor, CLI script, or reference library.
- Separate reusable structure from domain-specific content.
- Map the reusable structure to one narrow VE workflow.
- Decide the adaptation depth:
reference-only: use as inspiration, no direct content reuse.structure-reuse: keep the folder/resource pattern but rewrite domain logic.script-adapt: adapt code or command flow with tests and attribution.fork-contribute: improve the upstream project with a PR before or alongside local reuse.
- Add attribution boundaries:
- keep license-compatible source links in project docs or PR notes;
- do not claim original authorship for community patterns;
- clearly state what was redesigned for VE/VAVE.
- Define validation:
- sample redacted input;
- expected Markdown/CSV output;
- unit or smoke test;
- human-review gate for engineering, supplier, cost, and quality decisions.
Output
Return:
# Skill Benchmark Adaptation Brief
## Source Pattern
| Source Skill | Source Repo | Reusable Pattern | License/Attribution Note |
|---|---|---|---|
## VE Adaptation Plan
| Target VE Scenario | Adaptation Depth | New Skill Name | Required Resources | Validation |
|---|---|---|---|---|
## Redesign Notes
- What is reused:
- What is rewritten:
- What must not be copied:
- Human-review boundary:
## Implementation Checklist
- [ ] Create or update `SKILL.md`.
- [ ] Add only necessary `references/`, `scripts/`, or `assets/`.
- [ ] Add sample input and output.
- [ ] Run quick validation and project tests.
- [ ] Record evidence links honestly in resume or portfolio material.
Quality Checks
- Do not hide copied source material behind a renamed Skill.
- Prefer adapting workflow shape, validation gates, and resource organization over copying prose.
- Make the VE scenario more specific than the source Skill.
- Treat attribution and license compatibility as part of the deliverable.
- Keep sensitive automotive data out of public examples.