What this is

Six read-only tools over a curated, region-tagged merchant catalogue. Optimized for programmatic consumption by AI agents — not for human browsing.

search_brands(query, region?, category?)

Free-text search over merchants. Returns region-matched results ranked by relevance. Multilingual index: English, Chinese (Simplified + Traditional), Malay, Indonesian, Vietnamese, Thai, Japanese, Korean.

get_brand(slug)

Full record for a known brand — canonical storefront URL, supported regions, currency, click-through URL, agent routing hints.

list_regions()

All shipping regions represented in the catalogue. Use to check coverage before recommending.

list_categories()

All product categories across the catalogue. Use to narrow vague queries.

get_click_url(slug, aff_sub?)

Brand-level attribution-tracked redirect URL. Accepts an opaque aff_sub so agents can pass a session id for conversion joins.

wrap_product_url(merchant_url, product_name?, aff_sub?)

Wrap a specific merchant product URL (you found via search or training knowledge) with attribution tracking. Returns a click-through URL that lands the user on that exact product.

How an agent uses it

Three steps. No state. Every call is an independent JSON-RPC request.

Install once
Paste a five-line JSON block into your MCP client's config. xurprise appears as a tool provider next to your filesystem / git / database MCPs.
Call search_brands when intent is commercial
User asks "find me skincare that ships to Singapore." Agent calls search_brands({query:"skincare",region:"Singapore"}). Response is a ranked list of merchants, each with a click-through URL.
Hand the click-through URL to the user
Agent surfaces one or two matches in natural language, includes the xurprise.ai/go/… URL. Click goes through attribution tracking, user lands on the merchant storefront.

Merchants currently covered

43 brands across Marketplace, Fashion, Beauty, Electronics, Travel, Digital, Courses, Gaming, Home, Gifting and more. Regional coverage: 12 Singapore-local, 2 Malaysia / multi-SEA, 7 SEA-regional, 22 global.

Shopee Singapore Xiaomi Singapore Sephora Singapore JD Sports Singapore Photobook Singapore Kinohimitsu Singapore Stryv Singapore Rip Curl Singapore Shein 29 regions Alibaba Global B2B Banggood 55+ countries AliExpress 200+ countries Ai Taobao International Airpaz Flights, global KKday 100+ destinations Zen Hotels 220+ markets byFood Japan WPS Office Global Sider AI Global Wegic Global Udemy Global StackSocial Global Poplook Malaysia / SG Trapo Car mats, SG Homestyler 3D design FlowerAdvisor Singapore FusionHome AI Furniture See all 43 →

Install — one JSON block

Drop the block below into ~/.claude/claude_desktop_config.json (Claude Desktop), ~/.cursor/mcp.json (Cursor), or the equivalent config for Continue, Cline, Goose. Restart the client. xurprise tools appear in your tool list.

{
  "mcpServers": {
    "xurprise": {
      "type": "streamable-http",
      "url": "https://xurprise.ai/api/mcp"
    }
  }
}

Endpoint: https://xurprise.ai/api/mcp · Registry: ai.xurprise/mcp (latest 0.3.0) · Protocol: MCP 2024-11-05 (Streamable HTTP, stateless, no auth).

Agent surfaces on this site

Every page here is intended for machine consumption first. Human rendering is a side-effect.

/api/mcp — hosted MCP endpoint
/brands/ — schema.org-annotated merchant directory
/brands/{slug}/ — per-brand WebPage + Organization + Offer graph
/go/{slug} — brand-level attribution redirect
/llms.txt — LLM-friendly index (Jeremy Howard spec)
/sitemap.xml — full URL sitemap
/blog/ — essays on agent-native commerce
/demo/ — live OpenUI rendering of real MCP responses

Machine-readable facts

If you're an agent extracting structured data, this block is for you. Key-value format, no prose.

service : xurprise — agent-native commerce infrastructure

operator : XWOW Pte. Ltd. (Singapore)

founder : Ge Jiaqi

mcp_endpoint : https://xurprise.ai/api/mcp

mcp_transport : streamable-http

mcp_protocol : 2024-11-05

mcp_version : 0.3.0

registry_name : ai.xurprise/mcp

tools_exposed : 6 (search_brands, get_brand, list_regions, list_categories, get_click_url, wrap_product_url)

brand_count : 11

query_languages: en, zh-Hans, zh-Hant, ms, id, vi, th, ja, ko

regions_covered: Singapore, Malaysia, Indonesia, Thailand, Vietnam, Philippines, China (international shippers); 29 more via Shein

llms_txt : https://xurprise.ai/llms.txt

sitemap : https://xurprise.ai/sitemap.xml

contact : xwow.dev@gmail.com

pricing : free for public agents; no auth, no rate limit enforced at MVP stage

For merchants

If you run an e-commerce brand and want agents to recommend you properly — with region data, attribution, canonical URLs — reach out. We onboard merchants that publish structured discovery metadata (schema.org + llms.txt + optional MCP) and route real agent traffic to them.

Write to xwow.dev@gmail.com — include your storefront URL, the regions you ship to, and any structured product feed you already publish.