CAT
/MCP
SkillsMCPMarketplacesDigestToolsAdvertise

This week in Claude

Every Monday: Claude Code, Agent SDK, MCP, and the Anthropic platform moves worth your time.

Skills by Category
Frontend DevelopmentBackend & APIsTesting & QASecurityDevOps & CI/CDGit & Pull RequestsDocumentationCode Review & QualityAI & Agent BuildingSkill Development
MCP Servers by Category
Sales & MarketingWeb & Browser AutomationDatabasesAI & LLM ToolsCloud & InfrastructureCommunication & MessagingDeveloper ToolsDesign & CreativeDocuments & KnowledgeSearch & Web Crawling
Marketplaces by Category
AI Agents & OrchestrationLLM IntegrationDevelopment ToolsFrontend & UIBackend & APIsDatabasesTesting & Code QualityDevOps & CloudSecurity & ComplianceGit & Version Control

Cross AI Tools

Discover Claude Code plugins, extensions, and tools. Automatically updated directory of Anthropic Claude AI marketplaces with development tools, productivity plugins, and integrations.

Resources

  • Browse Skills
  • Browse MCP Servers
  • Browse Marketplaces
  • Plugins Reference

Community

  • About
  • Tools
  • Feedback
  • Privacy Policy
  • Advertise

Built for the Claude Code community with Claude Code by @mertduzgun

Independent project, not affiliated with Anthropic

BuyWhere MCP Server

buywhere/buywhere-mcp
37 toolsSTDIO, HTTPregistry active
Summary

Connects your AI agent to 50M+ products across Singapore, Southeast Asia, and US markets through six core tools: search_products for catalog queries with filters on price and category, get_product for full specs and pricing, compare_prices for side-by-side analysis, get_price for real-time merchant data, get_affiliate_link for tracked URLs, and get_catalog for browsing taxonomy. Built on the BuyWhere API with multi-currency support and coverage of Lazada, Shopee, Amazon, and regional retailers. Reach for this when you're building shopping assistants, price comparison agents, or deal finders that need structured product data instead of web scraping. Supports both stdio and streamable HTTP transports. Requires a free API key from buywhere.ai.

Install to Claude Code

verified
claude mcp add --transport http buywhere-mcp https://api.buywhere.ai/mcp

Run in your terminal. Add --scope user to make it available in every project.

Review the command, arguments, and environment values before installing — MCP servers run with your local permissions.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →

Tools

Verified live against the running server on Jun 10, 2026.

verified live7 tools
search_productsSearch the BuyWhere product catalog by keyword. Returns products from e-commerce platforms across multiple regions (Singapore, US, etc.). Use compact=true for agent-optimized responses with structured_specs, comparison_attributes, and normalized_price_usd fields.11 params

Search the BuyWhere product catalog by keyword. Returns products from e-commerce platforms across multiple regions (Singapore, US, etc.). Use compact=true for agent-optimized responses with structured_specs, comparison_attributes, and normalized_price_usd fields.

Parameters* required
qstring
Keyword search query
limitinteger
Number of results (max 100, default 20)default: 20
domainstring
Filter by merchant platform (e.g. lazada, shopee, amazon)
offsetinteger
Pagination offsetdefault: 0
regionstring
Filter by region (sea, us, eu, au)
compactboolean
Return agent-optimized compact shape: structured_specs, comparison_attributes, normalized_price_usd. Reduces response size ~40%. Recommended for agent tool-use.default: false
countrystring
Alias for country_code (deprecated, use country_code)
categorystring
Filter by product category name (e.g. "Laptops", "Smartphones", "Televisions"). Use to exclude accessories and get actual products.
max_pricenumber
Maximum price (in currency inferred from country_code, or SGD by default)
min_pricenumber
Minimum price (in currency inferred from country_code, or SGD by default)
country_codestring
Filter by ISO country code. Also infers default currency for price filters (SG→SGD, US→USD, VN→VND, TH→THB, MY→MYR).one of SG · US · VN · TH · MY
get_productGet a specific product by its ID, including full details and current price.1 params

Get a specific product by its ID, including full details and current price.

Parameters* required
id*string
Product UUID
compare_productsCompare multiple products side-by-side. Returns price, brand, rating, and category for each.1 params

Compare multiple products side-by-side. Returns price, brand, rating, and category for each.

Parameters* required
ids*array
Array of product IDs to compare (2-10)
get_dealsGet discounted products sorted by discount percentage. Returns products with original price and discount percentage. Supports currency, region (sea, us, eu, au) and country (SG, US, VN, MY, ...) filters.7 params

Get discounted products sorted by discount percentage. Returns products with original price and discount percentage. Supports currency, region (sea, us, eu, au) and country (SG, US, VN, MY, ...) filters.

Parameters* required
limitinteger
Number of results (max 100, default 20)default: 20
offsetinteger
Pagination offsetdefault: 0
regionstring
Filter by region (sea, us, eu, au)
countrystring
Alias for country_code (deprecated, use country_code)
currencystring
Filter by currency code (SGD, USD, MYR, VND, THB). Defaults to SGD.default: SGD
country_codestring
Filter by ISO country code. Alias: country.one of SG · US · VN · TH · MY
min_discountnumber
Minimum discount percentage (default 10)default: 10
list_categoriesList top-level product categories available in the BuyWhere catalog.2 params

List top-level product categories available in the BuyWhere catalog.

Parameters* required
countrystring
Alias for country_code (deprecated, use country_code)
country_codestring
Filter by ISO country code. Defaults to SG.one of SG · US · VN · TH · MY
find_best_priceUse this whenever a user asks about prices, wants to find the cheapest option, or asks "what's the best price for X" or "where can I buy X for the lowest price". This finds the best current price across all merchants.5 params

Use this whenever a user asks about prices, wants to find the cheapest option, or asks "what's the best price for X" or "where can I buy X for the lowest price". This finds the best current price across all merchants.

Parameters* required
regionstring
Region filter - use "us" for United States or "sea" for Southeast Asiaone of us · sea
countrystring
Alias for country_code (deprecated, use country_code)
categorystring
Category to filter by (e.g., "electronics", "fashion")
country_codestring
Country to search in (defaults to SG). Alias: country.one of SG · MY · TH · PH · VN · ID
product_name*string
Product name to find best price for (e.g., "iphone 15 pro 256gb", "samsung galaxy s24")
ingest_productsIngest (upsert) a batch of products into the BuyWhere catalog. Use this to add or update product listings from any merchant/source. Requires a valid API key with ingest permissions. Accepts up to 1000 products per call with source, SKU, title, price, URL, and optional metadata.2 params

Ingest (upsert) a batch of products into the BuyWhere catalog. Use this to add or update product listings from any merchant/source. Requires a valid API key with ingest permissions. Accepts up to 1000 products per call with source, SKU, title, price, URL, and optional metadata.

Parameters* required
source*string
Data source identifier (e.g. "shopee_sg", "amazon_sg", "lazada_sg")
products*array
Array of product objects to ingest (max 1000)

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-server

Use with Claude Desktop, Cursor, VS Code Copilot, Cline, Windsurf, OpenCode, Codex, Continue.dev, and any MCP-compatible client.

  • npm: https://www.npmjs.com/package/@buywhere/mcp-server
  • GitHub: https://github.com/BuyWhere/buywhere-mcp
  • MCP Registry: https://registry.modelcontextprotocol.io/?q=io.github.BuyWhere%2Fbuywhere-mcp

Get your free API key

Or get one in 3 seconds, no signup, no email: POST /v1/auth/register · Legacy form: buywhere.ai/api-keys

npm version npm downloads npm weekly downloads License: MIT Node version TypeScript GitHub stars Smithery MCP Registry Hashnode Blog


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

BuyWhere MCP in Claude Desktop

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-server

Legacy 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

ToolDescription
search_productsSearch catalog by keyword, category, price, region
get_productFull product details by ID (prices, specs, images)
compare_pricesSide-by-side comparison of 2–5 products
get_priceCurrent prices across all merchants for one product
get_affiliate_linkClick-tracked affiliate URL for a product
get_catalogAvailable 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/mcp
import { 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

VariableDefaultDescription
BUYWHERE_API_KEY(required)API key (no signup: POST /v1/auth/register {"agent_name":"<name>"}) — returns instantly, no email verification
BUYWHERE_API_URLhttps://api.buywhere.ai/mcpCustom API base URL

Install

# Run directly (no install)
npx -y @buywhere/mcp-server

# Install globally
npm install -g @buywhere/mcp-server
buywhere-mcp

Use 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 merchants

Development

git clone https://github.com/BuyWhere/buywhere-mcp.git
cd buywhere-mcp
npm install
npm run build
npm start

Why 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

ProtocolSupport
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

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Categories
AI & LLM ToolsSearch & Web CrawlingFinance & Commerce
Registryactive
Package@buywhere/mcp-server
TransportSTDIO, HTTP
Tools verifiedJun 10, 2026
UpdatedMay 7, 2026
View on GitHub

Related AI & LLM Tools MCP Servers

View all →
SkillFM LLM Cost Optimizer

io.github.ericm1018/skillfm-llm-cost-optimizer-openai-anthropic-usage

LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.
Llm Orchestration Agent

io.github.mikerawsonnz/llm-orchestration-agent

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith
Authenticated Llm Agent

io.github.mikerawsonnz/authenticated-llm-agent

JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.
Copilot Memory MCP

labforgedev/copilot-memory-mcp

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
1
Agent Prompt Injection Firewall Mcp

csoai-org/agent-prompt-injection-firewall-mcp

The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG documents, tool argume...
Authenticated Multi Llm Agent

io.github.mikerawsonnz/authenticated-multi-llm-agent

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion f