Product & Materials Research
Build a master FF&E product library through research, web extraction, PDF parsing, and image processing.
The problem
Interior designers spend hours manually collecting product data — browsing vendor sites, copying dimensions and pricing into spreadsheets, downloading images, normalizing inconsistent formats. Data ends up scattered across browser bookmarks, email attachments, PDF catalogs, and half-filled spreadsheets with mismatched columns.
How it works
One master Google Sheet with a 33-column schema. Multiple ways to get products in — research briefs, browser clipping, URL batches, PDF catalogs. Every entry is structured the same regardless of source. Utility skills handle normalization, scheduling, and image processing.
Data flow
DISCOVER STRUCTURE DELIVER
───────── ───────── ───────
/product-research ─┐
│
/product-match ────┤ /product-data-import
│ (formatted schedule)
/product-pair ─────┼──→ Master Sheet ──→ /product-data-cleanup
│ (33 columns) ──→ /product-enrich
/product-spec- │ │ ──→ /product-image-processor
bulk-fetch ──────┤ │
│ ▼
/product-spec- │
pdf-parser ──────┘ /csv-to-sif ──→ .sif (to dealer)
/sif-to-csv ←── .sif (from dealer)
Products flow left to right: discover them through research, clipping, or extraction → structure them in the master sheet with cleanup and enrichment → deliver as formatted schedules or processed images.
Skills
| Skill | Type | Description |
|---|---|---|
/master-schedule | Setup | Connect a product library Google Sheet to the project (auto-runs before other skills) |
/product-research | Discover | Give a brief, get curated candidates with specs and reasoning |
/product-spec-bulk-fetch | Discover | Batch-extract specs from product page URLs |
/product-spec-pdf-parser | Discover | Extract specs from PDF catalogs, price books, and spec sheets |
/product-data-cleanup | Structure | Normalize casing, categories, dimensions, materials, language |
/product-image-processor | Structure | Download, resize, and remove backgrounds from product images |
/product-enrich | Structure | Auto-tag products with categories, colors, materials, and style tags |
/product-data-import | Deliver | Import raw product data into the master schedule from any format |
/product-match | Discover | Find similar products from an image, name, or description |
/product-pair | Discover | Suggest complementary products that pair well with a given item |
/csv-to-sif | Deliver | Convert CSV product lists to SIF format for dealer systems |
/sif-to-csv | Deliver | Convert SIF files from dealers into readable spreadsheets |
Master schema
All skills write to a shared 33-column Google Sheet:
| Section | Columns |
|---|---|
| Product Identity (A–K) | Category, Brand, Vendor, Thumbnail, Product Name, Designer, Indoor/Outdoor, Description, SKU, Link, Collection |
| Dimensions (L–Q) | W, D, H, Seat H, Unit, Weight |
| Materials & Finish (R–T) | Materials, Colors/Finishes, Selected Color/Finish |
| Pricing (U–W) | List Price, Sale Price, Currency |
| Logistics (X–AA) | Lead Time, Warranty, Certifications, COM/COL |
| Meta (AB–AC) | Clipped At, Image URL |
| Research (AD–AG) | Tags, Notes, Status, Source |
Install
Claude Desktop:
- Open Customize → Browse plugins
- Click + → Add marketplace from GitHub
- Enter
AlpacaLabsLLC/skills-for-architects - Install the Materials Research plugin
Claude Code (terminal):
claude plugin marketplace add AlpacaLabsLLC/skills-for-architects
claude plugin install 06-materials-research@skills-for-architects
Manual:
git clone https://github.com/AlpacaLabsLLC/skills-for-architects.git
ln -s $(pwd)/skills-for-architects/plugins/06-materials-research/skills/product-research ~/.claude/skills/product-research Related skills
Master Schedule
Connect or create the master product Google Sheet for your project
Product Research
Brief-based FF&E product research — describe what you need, get curated candidates
Product Spec Bulk Fetch
Extract FF&E specs from product URLs at scale
Product Data Cleanup
Normalize messy product data into spec-ready data
Product Spec PDF Parser
Extract FF&E specs from product PDFs at scale
Product Data Import
Import raw product data into the master schedule from any format
Product Image Processor
Download, resize, and remove backgrounds from product images at scale
Product Enrich
Auto-tag FF&E products with categories, colors, materials, and style tags
Product Match
Find similar products from an image, name, or description
Product Pair
Suggest complementary products — side tables for sofas, lamps for desks
CSV to SIF
Convert FF&E product lists to SIF format for dealer procurement systems
SIF to CSV
Convert SIF files from dealers into readable spreadsheets