BuyWhere

BuyWhere

Enables AI agents to search, compare, and track prices across 40+ retailers in Southeast Asia and the US using MCP tools.

Category
Visit Server

README

BuyWhere API

The product catalog API for AI agent commerce — search, compare, and track prices across 40+ retailers in Southeast Asia and the US.

Overview

BuyWhere is an agent-native product catalog API indexing 5M+ products from 40+ retailers across Singapore, Malaysia, Indonesia, Thailand, the Philippines, Vietnam, and the United States. It is purpose-built for AI shopping agents: BM25-ranked search, structured price comparison, deals discovery, and affiliate link tracking out of the box. The API is MCP-compatible and works with Claude Desktop, Cursor, LangChain, CrewAI, and any MCP-enabled AI client.

Quick Start

Get an API key at buywhere.ai/api-keys, then:

export BUYWHERE_API_KEY="bw_live_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
export BUYWHERE_BASE_URL="https://api.buywhere.ai"

Search products across platforms

curl -sS --get "$BUYWHERE_BASE_URL/v1/products" \
  -H "Authorization: Bearer $BUYWHERE_API_KEY" \
  --data-urlencode "q=wireless headphones" \
  --data-urlencode "limit=5"

Get a specific product by ID

curl -sS "$BUYWHERE_BASE_URL/v1/products/78234" \
  -H "Authorization: Bearer $BUYWHERE_API_KEY"

Deals feed — biggest discounts right now

curl -sS --get "$BUYWHERE_BASE_URL/v1/deals" \
  -H "Authorization: Bearer $BUYWHERE_API_KEY" \
  --data-urlencode "min_discount=20" \
  --data-urlencode "limit=10"

🏆 Build With BuyWhere Challenge — Win $1,188 in API Credits

Build an AI agent using BuyWhere MCP tools and win API credits, featured placement, and a Built With BuyWhere badge.

Tools: search_products, get_product, compare_prices, find_deals, browse_categories, get_category_products, get_deals

Timeline: Submissions open through May 19, 2026

Enter the Challenge → | Quick Start | MCP Setup

MCP Integration

BuyWhere is listed in the awesome-mcp-servers registry. Connect to Claude Desktop, Cursor, Windsurf, or any MCP-compatible AI client in seconds.

Install the MCP server:

pip install httpx mcp
python /path/to/buywhere-api/mcp_server.py

Claude Desktop — add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "buywhere": {
      "command": "python",
      "args": ["/path/to/buywhere-api/mcp_server.py"],
      "env": {
        "BUYWHERE_API_KEY": "your_api_key_here",
        "BUYWHERE_API_URL": "https://api.buywhere.ai"
      }
    }
  }
}

Cursor — add to Cursor settings → MCP servers using the same JSON config above.

Available MCP tools: search_products, get_product, compare_prices, get_deals, find_deals, browse_categories, get_category_products.

Documentation

Resource Description
API Documentation Full endpoint reference, authentication, error codes
API Examples Worked examples for common agent use cases
Quickstart Guide First query in under 5 minutes
AI Agent Framework Guide LangChain, Claude, and GPT integration patterns for BuyWhere
Developer FAQ Common auth, search, category, and rate-limit fixes
Release Notes v1.0 What shipped in the GA release
MCP Setup MCP server configuration for AI clients
API Healthcheck Monitor Synthetic monitoring for /v1/search and /v1/products

Catalog Coverage

Region Retailers
Singapore Shopee SG, Lazada SG, Amazon SG, Carousell SG, Zalora SG, Qoo10 SG, Courts, Challenger, FairPrice / FairPrice Xtra, Watsons SG, Harvey Norman, Gain City, Popular, Don Don Donki, IKEA SG, Decathlon SG, Uniqlo SG, Sephora SG, and more
Malaysia Shopee MY, Lazada MY, Zalora MY, Watsons MY, Carousell MY
Indonesia Shopee ID, Tokopedia, Bukalapak, Zalora ID
Thailand Shopee TH, Lazada TH, Central TH
Philippines Shopee PH, Lazada PH, Zalora PH
Vietnam Shopee VN, Tiki, Sendo
United States Amazon US, Walmart, Target, Costco, Best Buy, Chewy, Wayfair, Etsy, Ulta, Zappos, REI, and more
Australia Amazon AU, Catch, Big W, Bunnings, Coles, Officeworks
Japan / Korea Rakuten, Amazon JP, Yodobashi, Daiso JP, Coupang (KR)

Rate Limits

Tier Key Prefix Limit Use Case
Free bw_free_* 60 req/min Development and testing
Live bw_live_* 600 req/min Production
Partner bw_partner_* Unlimited Data partners

Rate limit status is returned in response headers (X-RateLimit-Limit, X-RateLimit-Remaining, X-RateLimit-Reset). On 429 Too Many Requests, use exponential backoff starting at 2 seconds.

Self-Hosted / Contributing

BuyWhere is a Python/FastAPI service backed by PostgreSQL and Redis, with platform-specific scrapers deployed as ECS Fargate tasks. The scraping pipeline handles 40+ platforms concurrently using distributed Redis locks, NDJSON normalization, and BM25-ranked search via PostgreSQL FTS5.

Architecture details: SCRAPING_ARCHITECTURE.md

# Local development
docker-compose up
# API available at http://localhost:8000

License

Proprietary — © 2026 BuyWhere. All rights reserved.

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured