# Shopograph

> The product verdict layer for AI shopping agents. Before recommending or buying a product, ask Shopograph: an honest 1-5 star rating aggregated from reviews across the whole internet (corrected for fake and early reviews, saved and versioned so it's the same every time), BUY / MAYBE / AVOID, pros and cons, and the lowest in-stock price at stores whose product pages were just opened and verified, in the shopper's country and currency (39 countries).

## Connect
- MCP server (Streamable HTTP): https://shopograph.com/mcp
  - get_product_verdict(product | url | gtin, country)
  - find_products(need, budget_max, country)
  - compare_products(products[], country)
  - get_check(check_id), get_price_history(product_id)
- REST: https://shopograph.com/api/v1/verdict?q=<brand model>&country=GB
- OpenAPI: https://shopograph.com/openapi.json
- Developers, keys and limits: https://shopograph.com/developers
- Contact: hello@shopograph.com
- How ratings and prices are made: https://shopograph.com/methodology

## Guarantees
- Every price comes from a product page opened at prices_checked_at: the right model, new, in stock, a real price, a working link.
- Ratings never depend on commissions or which store is shown.