BuyWhere

{
  "id": "aix_81be277ffe",
  "name": "BuyWhere",
  "operator": "(unclaimed - source: pulsemcp · publisher: github.com)",
  "description": "Search 11M+ products across SG, SEA, and US. Agent-native catalog for AI shopping agents.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-09-27",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "general-tools"
  ],
  "protocols": {
    "mcp": "https://mcp.buywhere.ai/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 1883,
    "uptime_30d": 0.9923664122137404,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 42,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-09-27T22:01:25.856Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://www.pulsemcp.com/servers/buywhere"
    },
    {
      "label": "repository",
      "url": "https://github.com/buywhere/buywhere-mcp"
    },
    {
      "label": "listing",
      "url": "https://github.com/BuyWhere/buywhere-mcp"
    }
  ],
  "avatar": "https://github.com/buywhere.png?size=160",
  "socials": [
    {
      "label": "github",
      "url": "https://github.com/buywhere"
    }
  ],
  "public_stats": {
    "gh_stars": 6,
    "npm_downloads": 814
  },
  "payment_method": "open",
  "unreachable": false,
  "profile": {
    "mcp_server": "buywhere-catalog",
    "mcp_version": "1.0.0",
    "tool_count": 13,
    "tools": [
      {
        "name": "search_products",
        "description": "Search the BuyWhere product catalog by keyword. Treat deliver_to as REQUIRED for buyer-facing use (ISO-3166 country of the end user); it takes precedence over country_code/country and prevents all-market scans. Returns product records with title, description, image, price, and merchant information. Covers e-commerce platforms across Singapore, Malaysia, Indonesia, Thailand, Vietnam, and US. Use compact=true for agent-optimized responses with structured_specs, comparison_attributes, and normalized_price_usd fields. BUY-74597 degraded contract: when the catalog query cannot complete inside the u"
      },
      {
        "name": "get_product",
        "description": "Get a specific product by its ID, including full details and current price."
      },
      {
        "name": "compare_products",
        "description": "Compare multiple products side-by-side. Returns price, brand, rating, and category for each."
      },
      {
        "name": "get_deals",
        "description": "Get discounted products sorted by discount percentage. Returns schema.org/Product entities with schema.org/Offer properties: price, priceCurrency, availability, originalPrice, and discountPercentage. Covers Singapore, Malaysia, Indonesia, Thailand, Vietnam, and US e-commerce. Supports currency, region (sea, us, eu, au), country (SG, US, VN, MY, ...) and category filters. BUY-74597 degraded contract: when the discount-index scan cannot complete inside the user-facing timeout, this tool returns a 200-OK envelope with `meta.status=\"degraded\"`, `meta.emptiness_reason=\"api_error\"` with `meta.degrad"
      },
      {
        "name": "list_categories",
        "description": "List top-level product categories available in the BuyWhere catalog."
      },
      {
        "name": "find_best_price",
        "description": "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\". Returns schema.org/Product entities with schema.org/AggregateOffer (lowPrice, offerCount, priceCurrency) across all merchants. BUY-74597 degraded contract: when the candidates query cannot complete inside the user-facing timeout, this tool returns a 200-OK envelope with `meta.degraded=true`, `meta.status=\"degraded\"`, `meta.emptiness_reason=\"api_error\"` with `meta.degraded_kind=\"timeout\"` (or `\"partial_timeout\"` / `\"auth_failure\"`), `m"
      },
      {
        "name": "find_similar",
        "description": "Find products similar to a given product using vector similarity. Returns up to 10 nearest neighbours by semantic meaning (title+description embedding). Useful for \"more like this\" recommendations."
      },
      {
        "name": "ingest_products",
        "description": "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."
      },
      {
        "name": "search_products_v2",
        "description": "REQUIRED deliver_to. Search the BuyWhere product catalog by keyword. The deliver_to parameter is REQUIRED (ISO country code, e.g. \"SG\", \"US\") — it takes precedence over country_code/country and prevents all-market scans. Always pass deliver_to=\"SG\" (or your buyer's country). Returns product records with title, description, image, price, and merchant information. Covers e-commerce platforms across Singapore, Malaysia, Indonesia, Thailand, Vietnam, and US. Use compact=true for agent-optimized responses with structured_specs, comparison_attributes, and normalized_price_usd fields."
      },
      {
        "name": "get_product_v2",
        "description": "REQUIRED deliver_to. Get a specific product by its ID, including full details and current price. Always pass deliver_to=\"SG\" (or your buyer's country). Response includes a resolved outbound_url (https://…) that routes the buyer through the BuyWhere click tracker when the product has merchant offers."
      },
      {
        "name": "compare_products_v2",
        "description": "REQUIRED deliver_to. Compare multiple products side-by-side. Always pass deliver_to=\"SG\" (or your buyer's country). Returns price, brand, rating, category, and a resolved outbound_url per product for the buyer market."
      },
      {
        "name": "get_deals_v2",
        "description": "REQUIRED deliver_to. Get discounted products sorted by discount percentage. Always pass deliver_to=\"SG\" (or your buyer's country). Returns schema.org/Product entities with schema.org/Offer properties: price, priceCurrency, availability, originalPrice, and discountPercentage. Covers Singapore, Malaysia, Indonesia, Thailand, Vietnam, and US e-commerce. Supports currency, region (sea, us, eu, au), country (SG, US, VN, MY, ...) and category filters."
      },
      {
        "name": "find_best_price_v2",
        "description": "REQUIRED deliver_to. 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\". Always pass deliver_to=\"SG\" (or your buyer's country). Returns schema.org/Product entities with schema.org/AggregateOffer (lowPrice, offerCount, priceCurrency) across all merchants. Response includes a shopping_job_id (UUID) you can use to resume a multi-merchant price-comparison session for the buyer."
      }
    ],
    "profiled_at": "2026-09-27T22:01:25.856Z"
  }
}