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API · Shopify

Store explorer

WinningHunter tracks Shopify stores for revenue, traffic, and bestsellers (Sales tracker / Explore shops in the app).


REST (API key)

POST /api/v1/store-explorer — API key (same credits and auth as other programmatic endpoints). Request shape matches Explore shops in the dashboard; copy a working request from the app’s network tab if in doubt.

POST /api/v1/store-explorer/visual-search — image-based store similarity search for Shopify stores.
Send either:

  • image (multipart upload), or
  • image_url (public image URL)

You can include the same optional Explore Shops filters (country, category, monthlyRevenue, sortingKey, sortingDirection, page, pageSize, etc.) to narrow visual matches. The response includes similarity-ranked rows and similarity_score.

See also: API reference, Authentication.


MCP tool

Tool Role
search_shopify_stores Keyword search, pagination, sort (keyword, page, size, sort_by, sort_order) plus revenue filters (min_revenue, max_revenue) and annual aliases (min_annual_revenue, max_annual_revenue → monthly x12 model in backend).
find_similar_stores_by_image Visual search by product image URL (image_url) with optional paging/sort/filter args, including monthly/annual revenue bounds.

Uses the same search and pagination model as POST /api/v1/store-explorer. Full parameter list: MCP · tools reference. Setup: MCP.


See also