BuyWhere
OfficialThe BuyWhere MCP server enables AI agents to search, compare, and discover product deals across 11M+ products in Singapore, Southeast Asia, and US markets in real-time.
Search Products (
search_products): Find products using keywords or natural language queries, with optional filters for country, category, price range, and result limitGet Product Details (
get_product): Retrieve full product info for a single item by its BuyWhere product ID, including prices, specs, and imagesGet Prices (
get_price): Fetch current prices across all available merchants, ranked by price with shipping info, merchant ratings, and stock statusCompare Products (
compare_prices): Side-by-side comparison of 2–5 products with structured differentiators, pros/cons, price ranges, and a best-value recommendationGet Affiliate Link (
get_affiliate_link): Generate a click-tracked affiliate URL that redirects to the merchant pageBrowse Catalog (
get_catalog): Explore available product category taxonomy (top-level and subcategories) to guide searches and filters
This makes it suitable for building AI shopping agents that can recommend, compare, and link to products across retailers like Lazada, Shopee, Amazon, and local merchants.
BuyWhere MCP Server — Product Search & Price Comparison for AI Agents
AI agents use BuyWhere to search products, compare prices, and discover deals across Singapore and US merchants in real time.
Install in 30 Seconds
export BUYWHERE_API_KEY=bw_live_xxxx
npx -y @buywhere/mcp-serverUse with Claude Desktop, Cursor, VS Code Copilot, Cline, Windsurf, OpenCode, Codex, Continue.dev, and any MCP-compatible client.
Related MCP server: AgentShare — Solana DeFi Intelligence MCP
AI Agents: Use This Package To
Search products across Singapore, SEA, and US markets by keyword, category, or price range
Compare prices across Lazada, Shopee, Amazon, and local retailers in a single query
Find deals and track real-time pricing with multi-currency support
Build shopping agents that recommend, compare, and link to products programmatically
Discover product catalogs with structured taxonomy for any region
Build With BuyWhere Challenge — $5,000 in Prizes
Join the "Build With BuyWhere" AI Agent Developer Challenge! Use the BuyWhere MCP server to create AI agents that search, compare, and recommend products across Singapore, SEA, and US markets.
Prize pool: $5,000 USD
Deadline: June 30, 2026
Challenge page: buywhere.ai/challenge
Product search API for AI agents via Model Context Protocol. Built for AI agent commerce, not store management.
Official MCP Registry listing: io.github.BuyWhere/buywhere-mcp
Works with Claude Desktop, Cursor, VS Code Copilot, Cline, Windsurf, OpenCode, Codex, Continue.dev, and any MCP-compatible client. Also supports Agent-to-Agent (A2A) protocol.
Demo

44-second demo: product search, deal discovery, price comparison, and multi-region support.
User: "Find me wireless earbuds under $50 available in Singapore"
Agent: [calls search_products → returns 5 matching products]
User: "Compare the top 3"
Agent: [calls compare_prices → side-by-side with best-value pick]Quick Start
Get a key in 3 seconds — no signup, no email:
# 1. Register (one call, returns api_key instantly)
curl -X POST https://api.buywhere.ai/v1/auth/register \
-H "Content-Type: application/json" \
-d '{"agent_name":"your-agent"}'
# → {"api_key":"bw_...","tier":"unverified","rate_limit":{"rpm":20,"daily":1000}}
# 2. Use the key
export BUYWHERE_API_KEY=bw_...
npx -y @buywhere/mcp-serverLegacy email signup (60s, manual approval) → buywhere.ai/api-keys
Tutorials
Part 1: MCP for Ecommerce — The Missing Infrastructure Layer for AI Agent Shopping — Architecture and why agents need a product catalog API
Part 2: Build a Real Shopping Agent in 15 Minutes — Hands-on: set up MCP server, search products, compare prices, build a working agent
From the Blog
Read the BuyWhere Engineering Blog for deep dives on MCP architecture, agent commerce, and the ecosystem.
Also follow the BuyWhere Hashnode blog mirror for the same engineering content on Hashnode.
MCP for Ecommerce 2026 — How AI agents search real products, compare prices across markets, and why MCP is the standard
Building Production MCP Servers — Architecture, tool design patterns, and distribution from 0 to 1,700+ daily npm downloads
MCP Server Ecosystem 2026 — Every MCP category mapped (4,800+ servers across 40+ domains)
AI Agent Commerce: Missing Infrastructure — Why shopping is the last unbuilt layer of the agent-native economy
Cross-Border Price Comparison Tutorial — Build a shopping agent in 10 minutes with BuyWhere MCP
Tools
Tool | Description |
| Search catalog by keyword, category, price, region |
| Full product details by ID (prices, specs, images) |
| Side-by-side comparison of 2–5 products |
| Current prices across all merchants for one product |
| Click-tracked affiliate URL for a product |
| Available product category taxonomy |
MCP Client Configuration
Framework quickstarts:
CrewAI: API key · BuyWhere quickstart
Mastra: API key · BuyWhere quickstart
Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"buywhere": {
"command": "npx",
"args": ["-y", "@buywhere/mcp-server"],
"env": { "BUYWHERE_API_KEY": "bw_live_xxxx" }
}
}
}Cursor / VS Code / Cline
Add to your MCP settings file:
{
"mcpServers": {
"buywhere": {
"command": "npx",
"args": ["-y", "@buywhere/mcp-server"],
"env": { "BUYWHERE_API_KEY": "bw_live_xxxx" }
}
}
}Windsurf
Add to ~/.windsurf/mcp.json:
{
"mcpServers": {
"buywhere": {
"command": "npx",
"args": ["-y", "@buywhere/mcp-server"],
"env": { "BUYWHERE_API_KEY": "bw_live_xxxx" }
}
}
}OpenCode / Codex
Add to opencode.json:
{
"mcpServers": {
"buywhere": {
"command": "npx",
"args": ["-y", "@buywhere/mcp-server"],
"env": { "BUYWHERE_API_KEY": "bw_live_xxxx" }
}
}
}Continue.dev (VS Code / JetBrains)
Add to ~/.continue/config.json:
{
"experimental": {
"mcpServers": {
"buywhere": {
"command": "npx",
"args": ["-y", "@buywhere/mcp-server"],
"env": { "BUYWHERE_API_KEY": "bw_live_xxxx" }
}
}
}
}Mastra
Mastra is a TypeScript-first AI agent framework with native MCP support.
npm install @mastra/core @mastra/mcpimport { Mastra } from '@mastra/core';
import { MastraMCPClient } from '@mastra/mcp';
const buywhere = new MastraMCPClient({
name: 'buywhere',
server: {
url: new URL('https://api.buywhere.ai/mcp'),
requestInit: {
headers: { 'Authorization': `Bearer ${process.env.BUYWHERE_API_KEY}` },
},
},
});
const agent = new Mastra({
agents: {
shoppingAgent: {
instructions: 'You are a shopping assistant. Use BuyWhere to find and compare products.',
tools: await buywhere.tools(),
},
},
});
const result = await agent.agents.shoppingAgent.generate(
'Find me the best deal on a Sony WH-1000XM5 in Singapore'
);Full guide: BuyWhere + Mastra Integration
LangChain
Use BuyWhere tools in LangChain agents via the MCP adapter:
from langchain_mcp_adapters.client import MultiServerMCPClient
from langgraph.prebuilt import create_react_agent
from langchain_anthropic import ChatAnthropic
async def main():
async with MultiServerMCPClient({
"buywhere": {
"url": "https://api.buywhere.ai/mcp",
"transport": "streamable_http",
"headers": {"Authorization": f"Bearer {BUYWHERE_API_KEY}"},
}
}) as client:
tools = await client.get_tools()
agent = create_react_agent(ChatAnthropic(model="claude-sonnet-4-5"), tools)
result = await agent.ainvoke({"messages": [("user", "Find the cheapest Sony headphones in Singapore")]})LlamaIndex
Connect BuyWhere via LlamaIndex MCP client:
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.agent.openai import OpenAIAgent
async def main():
mcp_client = BasicMCPClient(
command_or_url="https://api.buywhere.ai/mcp",
headers={"Authorization": f"Bearer {BUYWHERE_API_KEY}"},
)
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = mcp_tool_spec.to_tool_list()
agent = OpenAIAgent.from_tools(tools)
response = await agent.achat("Compare prices for iPhone 16 Pro across Singapore and US")CrewAI
Use BuyWhere in a CrewAI agent with MCP tool integration:
from crewai import Agent, Task, Crew
from crewai_tools import MCPServerAdapter
buywhere_server = MCPServerAdapter(
server_params={
"url": "https://api.buywhere.ai/mcp",
"headers": {"Authorization": f"Bearer {BUYWHERE_API_KEY}"},
"transport": "streamable-http",
}
)
shopping_agent = Agent(
role="Shopping Research Analyst",
goal="Find the best deals across Singapore and US markets",
tools=[buywhere_server],
)
task = Task(
description="Find the best price for Sony WH-1000XM5 headphones across all available markets",
agent=shopping_agent,
expected_output="Product comparison with prices and merchant links",
)
crew = Crew(agents=[shopping_agent], tasks=[task])
result = crew.kickoff()Configuration
Variable | Default | Description |
| (required) | API key (no signup: |
|
| Custom API base URL |
Install
# Run directly (no install)
npx -y @buywhere/mcp-server
# Install globally
npm install -g @buywhere/mcp-server
buywhere-mcpUse Cases
Shopping agents — build AI agents that search, compare, recommend products across markets
Price comparison — multi-market pricing in a single query across Lazada, Shopee, Amazon, local retailers
Deal discovery — find best-value products with real-time pricing and inventory
Ecommerce automation — integrate product search into any MCP-compatible app
Cross-border commerce — compare prices between Singapore, SEA, and US markets
Agent-to-Agent commerce — delegate shopping tasks between agents via A2A protocol
Architecture
Developer's AI Agent (Claude, Cursor, etc.)
│
├── MCP Protocol (stdio)
│
├── @buywhere/mcp-server
│ ├── search_products(q, category, min_price, max_price, country_code)
│ ├── get_product(product_id)
│ ├── compare_prices(product_ids[])
│ ├── get_price(product_id)
│ ├── get_affiliate_link(product_id, platform)
│ └── get_catalog()
│
└── BuyWhere API (api.buywhere.ai)
└── Product catalog across SG and US merchantsDevelopment
git clone https://github.com/BuyWhere/buywhere-mcp.git
cd buywhere-mcp
npm install
npm run build
npm startWhy BuyWhere?
BuyWhere is a product search API for AI agents. We aggregate product data from Singapore and US merchants 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
Real-time — live pricing and availability
Developer-first — no SDK needed, just add the server
Works Well With
These complementary MCP packages extend BuyWhere into powerful multi-tool workflows:
@modelcontextprotocol/server-filesystem — Save shopping results and product research to your local filesystem. Combine with BuyWhere to export deal lists, price comparisons, and product specs as structured files.
@supabase/mcp-server-supabase — Store favorite products, user preferences, and price alerts in Supabase. Persist shopping history across agent sessions.
n8n-mcp — Automate price monitoring workflows. Build no-code pipelines that watch BuyWhere prices and trigger notifications on price drops.
tavily-mcp — Research products before buying. Use Tavily to find reviews and comparisons, then use BuyWhere to get current prices and purchase links.
@playwright/mcp — E2E test your shopping agent interactions. Verify that product search, price comparison, and checkout flows work correctly in browser automation.
Protocols
Protocol | Support |
MCP (Model Context Protocol) | Full support — 6 tools, stdio transport |
A2A (Agent-to-Agent) | Multi-agent task delegation — Agent Card |
Contributing
See CONTRIBUTING.md for how to report issues, submit PRs, and suggest features.
From the Blog
Learn more about MCP servers and the BuyWhere ecosystem:
MCP server discovery — Understanding the MCP server discovery gap
Building production MCP servers — Production best practices for MCP servers
MCP servers that earn their context window — MCP servers that maximize context window value
MCP ecommerce guide — Definitive guide to MCP for ecommerce
BuyWhere MCP launch — Announcing the BuyWhere MCP server launch
MCP server ecosystem 2026 — Complete guide to the MCP server ecosystem in 2026
Support
If you find this project useful:
⭐ Star the repo — it helps others discover BuyWhere
🐛 Open an issue for bugs or feature requests
💬 Start a discussion for questions or ideas
📣 Share it with other developers who build AI agent tools
License
MIT
Maintenance
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