MCP Radar
MCP-Server

shopgraph

io.github.laundromatic/shopgraph
Commerce & Retail Daten & Analytik Öffentlich und erreichbar MCP 2025-11-25

Was dieses MCP kann

Extracts structured product information from URLs or HTML and scores product data completeness and agent-readiness.

Funktionen

Tools

4 Tools
enrich_basic
Extract basic product attributes from a URL (name, price, brand, availability). Faster and cheaper than enrich_product. 50 free calls/month — no payment needed. Paid: $0.01 per call after free tier. Each field carries verification metadata in _shopgraph: provenance (field_method — which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness — recency + volatility_class, for volatile fields like price & availability), and abstain (a field is null when ShopGraph cannot verify it on the page). Rely on provenance, freshness, and the abstain signal to decide what to trust.
Nur Lesen Externer Zugriff
Eingabeschema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['url'], 'properties': {'url': {'type': 'string', 'format': 'uri', 'description': 'Product page URL to extract data from'}, 'format': {'enum': ['default', 'ucp'], 'type': 'string', 'default': 'default', 'description': 'Output format. "ucp" returns UCP line_item format. Default: "default".'}, 'force_refresh': {'type': 'boolean', 'description': 'Bypass cache entirely. Always triggers live extraction. Costs 3x credits.'}, 'include_score': {'type': 'boolean', 'description': 'Include agent-readiness score in response.'}, 'payment_method_id': {'type': 'string', 'description': 'Stripe payment method ID for MPP payment'}, 'minimum_confidence': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': "Auto-refresh if any cached field's DECAYED confidence falls below this threshold. Costs 2x credits when refresh triggers, 0.25x on cache hit."}, 'strict_confidence_threshold': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Fields below this confidence will be nulled with explanation. Default: off.'}}, 'additionalProperties': False}
enrich_html
Extract product data from raw HTML you already have (no HTTP fetch needed). Ideal when using Bright Data, Firecrawl, or any scraping API — pipe the HTML through ShopGraph for structured product data. Uses schema.org + LLM fallback. Costs $0.02 per call (cached results are free). Each field carries verification metadata in _shopgraph: provenance (field_method — which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness — recency + volatility_class, for volatile fields like price & availability), and abstain (a field is null when ShopGraph cannot verify it on the page). Rely on provenance, freshness, and the abstain signal to decide what to trust.
Nur Lesen Externer Zugriff
Eingabeschema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['html', 'url'], 'properties': {'url': {'type': 'string', 'format': 'uri', 'description': 'Original URL of the page (used for context and caching)'}, 'html': {'type': 'string', 'description': 'Raw HTML content of the product page'}, 'format': {'enum': ['default', 'ucp'], 'type': 'string', 'default': 'default', 'description': 'Output format. "ucp" returns UCP line_item format. Default: "default".'}, 'force_refresh': {'type': 'boolean', 'description': 'Bypass cache entirely. Always triggers live extraction. Costs 3x credits.'}, 'include_score': {'type': 'boolean', 'description': 'Include agent-readiness score in response.'}, 'payment_method_id': {'type': 'string', 'description': 'Stripe payment method ID for MPP payment'}, 'minimum_confidence': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': "Auto-refresh if any cached field's DECAYED confidence falls below this threshold."}, 'strict_confidence_threshold': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Fields below this confidence will be nulled with explanation. Default: off.'}}, 'additionalProperties': False}
enrich_product
Extract comprehensive product data from a URL including name, price, brand, images, availability, and more. Uses schema.org structured data when available, with LLM fallback. Costs $0.02 per call (cached results are free). Each field carries verification metadata in _shopgraph: provenance (field_method — which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness — recency + volatility_class, for volatile fields like price & availability), and abstain (a field is null when ShopGraph cannot verify it on the page). Rely on provenance, freshness, and the abstain signal to decide what to trust.
Nur Lesen Externer Zugriff
Eingabeschema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['url'], 'properties': {'url': {'type': 'string', 'format': 'uri', 'description': 'Product page URL to extract data from'}, 'format': {'enum': ['default', 'ucp'], 'type': 'string', 'default': 'default', 'description': 'Output format. "ucp" returns UCP line_item format. Default: "default".'}, 'force_refresh': {'type': 'boolean', 'description': 'Bypass cache entirely. Always triggers live extraction. Costs 3x credits.'}, 'include_score': {'type': 'boolean', 'description': 'Include agent-readiness score in response.'}, 'payment_method_id': {'type': 'string', 'description': 'Stripe payment method ID for MPP payment'}, 'minimum_confidence': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': "Auto-refresh if any cached field's DECAYED confidence falls below this threshold. Costs 2x credits when refresh triggers, 0.25x on cache hit."}, 'strict_confidence_threshold': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Fields below this confidence will be nulled with explanation. Default: off.'}}, 'additionalProperties': False}
score_product
Extract product data and return agent-readiness score (0-100). Scores structured data completeness, semantic richness, UCP compatibility, pricing clarity, and inventory signals. Full scoring breakdown included.
Nur Lesen Externer Zugriff
Eingabeschema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['url'], 'properties': {'url': {'type': 'string', 'format': 'uri', 'description': 'Product page URL to extract and score'}, 'format': {'enum': ['default', 'ucp'], 'type': 'string', 'default': 'default', 'description': 'Output format. "ucp" returns UCP line_item format. Default: "default".'}, 'payment_method_id': {'type': 'string', 'description': 'Stripe payment method ID for MPP payment'}, 'strict_confidence_threshold': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Fields below this confidence will be nulled with explanation. Default: off.'}}, 'additionalProperties': False}
Verlauf

Letzte Tool-Änderungen

Hinzugefügt
score_product
17. September 2026 12:43
Hinzugefügt
enrich_html
17. September 2026 12:43
Hinzugefügt
enrich_basic
17. September 2026 12:43
Hinzugefügt
enrich_product
17. September 2026 12:43
Entdecken

Ähnliche MCP-Server

amazon-product-research-mcp

com.webotee/amazon-product-research-mcp

Researches Amazon products, brands, sellers, buy-box activity, sourcing profitability, category competition, and supplier opportu…

API Acre

com.apiacre/api-acre

Offers paid APIs for EVM blockchain inspection, data transformation and validation, geocoding, weather, currency conversion, and …

Ask AI

com.ask-ai-data-connector/ask-ai

Answers questions about connected e-commerce data from Shopify, Klaviyo, GA4, Triple Whale, and other sources, covering sales, ma…

Neonjelly

io.neonjelly/mcp

Analyzes Shopify stores, products, apps, traffic, competitors, catalog changes, market cohorts and outreach contacts across a lar…

zobrx

com.zobrx/zobrx

Provides read-only ecommerce operations and analytics for orders, inventory, marketplace performance, advertising, settlements, t…

sella

io.github.sella-network/sella

Operates an agent marketplace for purchasing datasets, APIs, and products, including catalog discovery, purchase settlement, deli…

kurashigram

io.github.Kotaro-Studio/kurashigram

Provides cited Japanese price comparisons, cost-of-living statistics, product prices, shopping data, public benefit information, …

Keepa

io.github.pipeworx-io/keepa

Searches Amazon products and categories and provides price, sales-rank, deal, bestseller, and historical product data through Kee…