The boutiques' shelves, readable by any agent.
within lists what is on the shelves of independent luxury boutiques right now, with sizes and stock read from each shop's own register. An AI agent can read the same shelves over the Model Context Protocol and hand a shopper the page to buy.
The endpoint
https://shopwithin.co/mcp, Model Context Protocol over Streamable HTTP, JSON responses, no account needed. Nothing is reserved or charged through the tools: every piece carries its shopwithin.co page, and the boutique's own checkout does the rest.
Six tools
search_pieces- Find pieces in stock right now: a plain sentence, or brands, categories, sizes, boutiques, a city and a price range. Every answer carries live sizes, the price in the boutique's currency, the shop, and the page to buy.
get_piece- One piece in full: description, every size with live stock, photographs, whether it is collected in the shop or delivered, and pieces in the same vein.
similar_pieces- Alternatives to a piece, across every boutique.
list_boutiques- The boutiques on within, by city, with what each has on the shelf and its hours.
boutique_shelf- One boutique's shelf, newest first.
visual_search- Pieces that resemble a photograph: a screenshot, a street style shot, an uploaded image, or a TikTok or Pinterest link.
Connect
Claude Code: claude mcp add --transport http within https://shopwithin.co/mcp
Claude: Settings, Connectors, add a custom connector with the endpoint URL.
ChatGPT: Settings, Apps, developer mode, add the endpoint URL. Results render as a shelf of photographs.
Cursor, Windsurf and others: add a remote MCP server with the endpoint URL.
Ask it
- Black leather loafers in a 42, under 600 dollars, in Toronto.
- What does WDLT117 have from MM6 Maison Margiela right now?
- Find this bag from my screenshot, or something in the same spirit.
- Which boutiques in Toronto carry Rick Owens, and can I collect today?
What it never does
It never takes a payment, holds a card, or places an order. It never stores a photograph: an image sent to visual search is matched in memory and discarded. It never invents a size, a price or a stock level; when nothing matches, it says so.
Boutiques
Your register is the listing. When your shop is on within, your shelf is readable by every agent above, with your name on every piece. Invite your boutique.