direct-materials-evaluation

Evaluates direct-materials RFP responses and generates Excel scoring, HTML dashboards, and supplier recommendations.

4|2|Updated May 13, 2026
One-click install
npx skills add https://github.com/BoardAI/vallor-plugins --skill direct-materials-evaluation-boardai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: direct-materials-evaluation
Source: https://github.com/BoardAI/vallor-plugins/tree/main/vallor/skills/direct-materials-evaluation
Command: npx skills add https://github.com/BoardAI/vallor-plugins --skill direct-materials-evaluation-boardai

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires openpyxl, pandas, xlsxwriter, plotly, matplotlib.

What problem does it solve? Evaluating RFP responses for raw materials, components, and packaging requires a manufacturing and supply-chain lens that generic scoring misses — quality certifications, lot traceability, allocation risk, and TCO beyond unit price. This Skill applies that specialist overlay and produces decision-grade deliverables for CPOs and manufacturing leadership. ## Core Features & Use Cases - Weighted supplier scoring: Scores responses across five areas — capability & capacity (30%), technical specs & quality (25%), supply chain & logistics (20%), cost & TCO (15%), and partnership (10%). - Three mandatory deliverables: Generates an Excel workbook (openpyxl/pandas/xlsxwriter), a self-contained HTML dashboard with radar charts and risk heat maps (plotly/matplotlib), and a markdown executive recommendation. - Material-class calibration: Adjusts weighting for strategic, commodity, or custom materials, with optional user questions on volume, quality posture, and dual-source preference. - Use Case: An automotive manufacturer receives four semiconductor supplier responses for an EV program; the Skill scores them on IATF 16949 compliance, supply resilience, and technology roadmap, then recommends a 5-year strategic agreement. ## Quick Start Run the direct-materials evaluation on the supplier responses in my responses folder with material class set to strategic.

Frequently Asked Questions about direct-materials-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate direct materials RFP responses?

Point the Skill at a folder of supplier responses and optionally pass a material class (strategic, commodity, or custom) and annual volume. It scores suppliers across five weighted areas and produces an Excel workbook, HTML dashboard, and written recommendation.

What is the difference between direct and indirect materials evaluation?

Direct materials become part of the finished product, such as steel, resins, electronics, and packaging, while indirect materials and services only support production. This Skill handles direct materials only; indirect or services categories should use the general rfq-analysis skill instead.

What output files does the supplier evaluation generate?

Every run generates three deliverables: a scoring.xlsx workbook with conditional formatting and charts, a self-contained dashboard.html with radar charts and risk heat maps, and a recommendation.md executive summary. Files are saved to a dated folder under the rfq-analyses directory.

Can I adjust scoring weights for commodity versus strategic materials?

Yes, pass the --material-class flag with strategic, commodity, or custom to calibrate weighting. Commodity materials shift toward price-focused scoring with a quality baseline, while strategic materials emphasize capability, quality systems, and partnership.

When should I not use direct materials evaluation?

Do not use it for indirect materials, MRO supplies, or services categories, since its quality-system and traceability criteria do not apply. Use the general-purpose rfq-analysis skill for those categories instead.