fix: reposition AI category from store management to product search

- Fix package.json typo 'keywordt' -> 'keywords' (npm keywords were invisible)
- Remove ecommerce/shopping/commerce keywords that trigger store management association
- Add product-search-api, catalog-search, agent-shopping keywords
- Update description to 'Product search API for AI agents' across npm, server.json, smithery.yaml, and glama.json
- Change Smithery categories from Commerce/Shopping to AI & Machine Learning/Developer Tools/Product Search
- Emphasize 'not store management' to differentiate from Shopify/WooCommerce MCPs

Ref: BUY-13307

Co-Authored-By: Paperclip <noreply@paperclip.ing>

Author: Lyra

README.md

@@ -24,7 +24,7 @@ Build a shopping agent, price comparison tool, deal finder, or any creative AI a
 
 ---
 
-Cross-border product catalog for AI agents. Search and compare products from Singapore, SEA, and US markets via [Model Context Protocol](https://modelcontextprotocol.io).
+Product search API for AI agents via [Model Context Protocol](https://modelcontextprotocol.io). Search & compare 11M+ products across Singapore, SEA, and US markets — built for AI agent commerce, not store management.
 
 Works with Claude Desktop, Cursor, VS Code Copilot, Cline, OpenCode, Codex, and any MCP-compatible client.
 
@@ -139,7 +139,7 @@ npm start
 
 ## Why BuyWhere?
 
-BuyWhere is the first cross-border product catalog API built for AI agents. We aggregate products from Singapore, Southeast Asia, and US markets into a single, agent-friendly interface.
+BuyWhere is a product search API for AI agents. We aggregate 11M+ products from Singapore, Southeast Asia, and US markets into a single, agent-friendly interface — no store management, no Shopify integration. Just search and compare products in real time.
 
 - **One API** — all markets, all retailers
 - **Agent-native** — built for MCP from day one

glama.json

@@ -2,5 +2,10 @@
   "$schema": "https://glama.ai/mcp/schemas/server.json",
   "maintainers": [
     "BuyWhere"
+  ],
+  "categories": [
+    "AI & Machine Learning",
+    "Developer Tools",
+    "Product Search"
   ]
 }

package.json

@@ -2,31 +2,27 @@
   "name": "@buywhere/mcp-server",
   "version": "0.3.6",
   "mcpName": "io.github.BuyWhere/buywhere-mcp",
-  "description": "BuyWhere MCP server — cross-border product search and price comparison for AI agents. Search & compare products from Singapore, SEA, and US markets via Model Context Protocol. - Win the \"Build With BuyWhere\" Challenge: <a href=\"https://buywhere.ai/challenge\">buywhere.ai/challenge</a>",
-  "keywordt": [
+  "description": "Product search API for AI agents via Model Context Protocol. Search & compare 11M+ products across Singapore, SEA, and US markets. Multi-currency pricing, inventory, and deal discovery — built for AI agent commerce, not store management. - Win the \"Build With BuyWhere\" Challenge: <a href=\"https://buywhere.ai/challenge\">buywhere.ai/challenge</a>",
+  "keywords": [
     "buywhere",
     "mcp",
     "mcp-server",
     "model-context-protocol",
     "product-search",
+    "product-search-api",
     "price-comparison",
     "compare-prices",
-    "shopping",
-    "shopping-assistant",
+    "catalog-search",
     "product-catalog",
-    "ecommerce",
-    "ecommerce-api",
-    "commerce-api",
     "cross-border",
     "southeast-asia",
     "singapore",
     "ai-agent",
     "ai-commerce",
     "agent-commerce",
-    "lli-tools",
+    "agent-shopping",
     "claude-desktop",
-    "claude-mcp",
-    "cursor-mcp",
+    "cursor",
     "open-code"
   ],
   "homepage": "https://buywhere.ai",

server.json

@@ -1,8 +1,8 @@
 {
   "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
   "name": "io.github.BuyWhere/buywhere-mcp",
-  "title": "BuyWhere MCP",
-  "description": "BuyWhere MCP \u2014 cross-border product search & price comparison. Singapore, SEA, US markets.",
+  "title": "BuyWhere — AI Product Search API",
+  "description": "Product search API for AI agents via MCP. Search 11M+ products across 3,700+ retailers in SG, US, MY, VN, TH. Real-time pricing, price comparison, and deal discovery. Built for AI agent commerce, not store management.",
   "repository": {
     "url": "https://github.com/BuyWhere/buywhere-mcp",
     "source": "github"

smithery.yaml

@@ -2,12 +2,12 @@
 # BuyWhere: Agent-native product catalog API for Southeast Asia commerce
 
 name: buywhere
-displayName: BuyWhere MCP Server
+displayName: BuyWhere — AI Product Search API
 description: >
-  Agent-native product catalog API for Southeast Asia commerce. Search 1.5M+ products across Shopee,
-  Lazada, Amazon SG, Amazon US, Walmart, Carousell, FairPrice, Harvey Norman, and 20+ e-commerce
-  platforms. Compare prices across merchants, find deals, and browse categories — all through a
-  single MCP endpoint. No scraping, no multi-API spaghetti.
+  Product search API for AI agents via MCP. Search 11M+ products across Shopee, Lazada,
+  Amazon SG, Amazon US, Walmart, Carousell, FairPrice, Harvey Norman, and 20+ retailers.
+  Compare prices across merchants, find deals, and browse categories — all through a single
+  MCP endpoint. Built for AI agent commerce, not store management.
 
 version: 1.0.0
 license: MIT
@@ -52,17 +52,18 @@ tools:
       e-commerce platforms. Returns the platform, price, and URL for the lowest available price.
 
 categories:
-  - Commerce
-  - Shopping
+  - AI & Machine Learning
+  - Developer Tools
   - Price Comparison
+  - Product Search
   - Singapore
   - Southeast Asia
 
 keywords:
-  - shopping
-  - ecommerce
-  - price comparison
   - product search
+  - product search api
+  - price comparison
+  - catalog api
   - singapore
   - southeast asia
   - shopee
@@ -71,7 +72,7 @@ keywords:
   - deals
   - ai agent
   - mcp
-  - commerce api
+  - agent commerce
 
 author:
   name: BuyWhere