MCP Server

shopgraph

            io.github.laundromatic/shopgraph
        

Commerce & Retail Data & Analytics Public & reachable MCP 2025-11-25

What this MCP does

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

enrich_basic

Extract basic product attributes from a URL (name, price, brand, availability). Faster and cheaper than enrich_product. 50 free calls/month â no payment needed. Paid: $0.01 per call after free tier. Each field carries verification metadata in _shopgraph: provenance (field_method â which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness â 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.

Read only Open world

Input schema

{'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 â 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 â which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness â 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.

Read only Open world

Input schema

{'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 â which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness â 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.

Read only Open world

Input schema

{'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.

Read only Open world

Input schema

{'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}

Added

                            score_product
                        

Sept. 17, 2026, 12:43 p.m.

Added

                            enrich_html
                        

Sept. 17, 2026, 12:43 p.m.

Added

                            enrich_basic
                        

Sept. 17, 2026, 12:43 p.m.

Added

                            enrich_product
                        

Sept. 17, 2026, 12:43 p.m.

Server details

Version

1.0.1

Transport

Streamable HTTP

Tools

Latency

1629 ms

Last scan

Oct. 1, 2026, 2:45 a.m.

First seen

Sept. 13, 2026, 2:18 a.m.

Endpoint

https://shopgraph.dev/mcp

Recent scans

Success

Oct. 1, 2026, 2:45 a.m.

Success

Sept. 29, 2026, 2:52 a.m.

Success

Sept. 27, 2026, 2:45 a.m.

Success

Sept. 25, 2026, 2:52 a.m.

Success

Sept. 23, 2026, 2:43 a.m.

Success

Sept. 21, 2026, 2:51 a.m.

Success

Sept. 19, 2026, 2:42 a.m.

Success

Sept. 17, 2026, 12:43 p.m.

shopgraph

What this MCP does

Tools

Recent tool changes

Similar MCP servers

amazon-product-research-mcp

API Acre

Ask AI

Neonjelly

zobrx

sella

kurashigram

Keepa