ShopGraph — Structured Product Data for AI Agents

116

Product Pages Tested

Across 7 shopping verticals · Last updated: 2026-03-25

91%

Success Rate

0.83

Avg Confidence

100%

Accuracy (Verified)

Vertical	Pages	Success	Confidence
Fashion & Apparel	35	91%	0.85
Health & Beauty	22	86%	0.84
Electronics & Tech	21	95%	0.73
Home & Furniture	19	84%	0.82
Sports & Outdoors	12	100%	0.85
Jewelry & Accessories	4	100%	0.95
Food & Beverage	3	100%	0.86

Schema.org path: 0.95 confidence, near-instant · LLM fallback: 0.7+ confidence · Ground truth verified via Playwright

What It Does

AI shopping agents need structured product data. ShopGraph extracts it from any page on the web.

Raw HTML

<div class="product">
  <span>Sony WH-1000XM5</span>
  <span class="price">$348</span>
  ...hundreds more lines...
</div>

→ ShopGraph

Structured JSON

{
  "name": "Sony WH-1000XM5",
  "brand": "Sony",
  "price": 348.00,
  "currency": "USD",
  "availability": "InStock",
  "confidence": { "overall": 0.95 }
}

🟢

Shopify Catalog Covers Shopify merchants

🔵

Google UCP Covers Google-indexed merchants

🌐

ShopGraph Covers the open web

Tools

Two extraction modes, priced by complexity.

enrich_product

Full extraction with LLM fallback. Schema.org first, Gemini when markup is missing. All attributes, confidence scores, and images.

$0.02 / call

Full extraction

enrich_basic

Schema.org and meta-tag extraction only. Fast, no LLM. Best for pages with good structured markup.

$0.01 / call

Markup only

✨

Cached results (within 24 hours) are free. Failed extractions are not charged.

How It Works

1

Send a URL

Your agent sends any product URL to ShopGraph via MCP.

2

Extract Data

Schema.org parsing first. If markup is missing, Gemini LLM extracts from raw page content.

3

Get Structured JSON

Clean data with confidence scores. Cached for 24 hours for free repeat access.

Extracted Data

Every field includes a confidence score so your agent knows how much to trust it.

🏷️

nameProduct title

🏢

brandManufacturer

💰

priceCurrent price + currency

📦

availabilityInStock / OutOfStock

📂

categoriesProduct taxonomy

🖼️

imagesProduct image URLs

🎨

colorsAvailable colors

🧵

materialsFabric, metal, etc.

📐

dimensionsSize / measurements

Works With

Any MCP-compatible client can connect to ShopGraph.

✦ Claude ✦ Claude Code ⚡ Cursor 🌊 Windsurf ◆ OpenAI ⚙ CrewAI ⚡ LangGraph 🔄 AutoGen 🐍 Any MCP Client

Integration

Connect any MCP-compatible client. Pay per call via Stripe Machine Payments Protocol.

Connect your MCP client:

{
  "mcpServers": {
    "shopgraph": {
      "type": "url",
      "url": "https://shopgraph.dev/mcp"
    }
  }
}

💳

No API keys needed for discovery. Payment handled via Stripe MPP — your agent pays per call using a Stripe-issued token. No subscriptions, no minimums.