¿Debería usar esto?
Calidad y seguridad
Hallazgos (1)
- LOWen compare_products
Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.
Costo de contexto
Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.
Instalar
Instalación con un clic
Agrega esto a tu archivo `claude_desktop_config.json`:
{
"mcpServers": {
"catalog-api": {
"url": "https://mcp.buywhere.ai/mcp"
}
}
}Puntos de conexión remotos
https://mcp.buywhere.ai/mcpstreamable-httpQué puede hacer
Inventario de herramientas
Herramientas (13)
🟢search_products(q, query, domain, region, country_code, ...)
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 user-facing timeout, this tool returns a 200-OK envelope with `meta.status="degraded"`, `meta.emptiness_reason="api_error"` with `meta.degraded_kind="timeout"` (or `"partial_timeout"` / `"auth_failure"`), `meta.confidence="low"`, and `meta.diagnostic.timed_out_stage` naming the failed stage (catalog_search / offer_aggregation / merchant_join). It never returns an unqualified empty result when the cause is timeout, auth failure, upstream exception, or circuit breaker. Agents should branch on `meta.degraded === true` (or `meta.status === "degraded"`) instead of treating empty `data` as no_match.
Esquema de entrada
{
"type": "object",
"properties": {
"q": {
"type": "string",
"description": "Keyword search query"
},
"query": {
"type": "string",
"description": "Alias for q (accepted for agent convenience; use q). Without this, callers passing `query` get 0 rows and the reltuples-derived total — see BUY-75287."
},
"domain": {
"type": "string",
"description": "Filter by merchant platform (e.g. lazada, shopee, amazon)"
},
"region": {
"type": "string",
"description": "Filter by region (sea, us, eu, au)"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"US",
"VN",
"TH",
"MY"
],
"description": "Filter by ISO country code. Also infers default currency for price filters (SG→SGD, US→USD, VN→VND, TH→THB, MY→MYR)."
},
"deliver_to": {
"type": "string",
"description": "Treat as REQUIRED for buyer-facing use: ISO-3166 country of the END USER (e.g. \"SG\", \"US\"). Without it results are not shipping-ranked and may be undeliverable. Preferred over country_code/country."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"market": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)."
},
"min_price": {
"type": "number",
"description": "Minimum price (in currency inferred from country_code, or SGD by default)"
},
"max_price": {
"type": "number",
"description": "Maximum price (in currency inferred from country_code, or SGD by default)"
},
"limit": {
"type": "integer",
"description": "Number of results (max 100, default 20)",
"default": 20
},
"offset": {
"type": "integer",
"description": "Pagination offset",
"default": 0
},
"compact": {
"type": "boolean",
"description": "Return agent-optimized compact shape: structured_specs, comparison_attributes, normalized_price_usd. Reduces response size ~40%. Recommended for agent tool-use.",
"default": false
},
"category": {
"type": "string",
"description": "Filter by product category name (e.g. \"Laptops\", \"Smartphones\", \"Televisions\"). Use to exclude accessories and get actual products."
},
"mode": {
"type": "string",
"enum": [
"keyword",
"semantic",
"hybrid"
],
"description": "Search mode: keyword=FTS only (default, matches REST /v1/products/search), semantic=vector only, hybrid=RRF blend of FTS+vector. Falls back to keyword if vector DB or FLOWAI_EMBED_API_KEY unavailable.",
"default": "keyword"
}
}
}🟢get_product(id)
Get a specific product by its ID, including full details and current price.
Esquema de entrada
{
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Product UUID"
}
},
"required": [
"id"
]
}⚪compare_products(ids)
Compare multiple products side-by-side. Returns price, brand, rating, and category for each.
Esquema de entrada
{
"type": "object",
"properties": {
"ids": {
"type": "array",
"items": {
"type": "string"
},
"description": "Array of product IDs to compare (2-10)",
"minItems": 2,
"maxItems": 10
}
},
"required": [
"ids"
]
}🟢get_deals(min_discount, currency, region, country_code, deliver_to, ...)
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.degraded_kind="timeout"` (or `"partial_timeout"` / `"auth_failure"`), `meta.confidence="low"`, and `meta.diagnostic.timed_out_stage` (typically `offer_aggregation`). It never returns an unqualified empty result when the cause is timeout, auth failure, upstream exception, or circuit breaker. Branch on `meta.degraded === true` or `meta.status === "degraded"`.
Esquema de entrada
{
"type": "object",
"properties": {
"min_discount": {
"type": "number",
"description": "Minimum discount percentage (default 10)",
"default": 10
},
"currency": {
"type": "string",
"description": "Filter by currency code (SGD, USD, MYR, VND, THB). Defaults to SGD.",
"default": "SGD"
},
"region": {
"type": "string",
"description": "Filter by region (sea, us, eu, au)"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"US",
"VN",
"TH",
"MY"
],
"description": "Filter by ISO country code. Alias: country."
},
"deliver_to": {
"type": "string",
"description": "Treat as REQUIRED for buyer-facing use: ISO-3166 country of the END USER (e.g. \"SG\", \"US\"). Without it results are not shipping-ranked and may be undeliverable. Preferred over country_code/country."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"market": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)."
},
"category": {
"type": "string",
"description": "Filter deals by product category (e.g. \"Electronics\", \"Beauty\", \"home_and_kitchen\"). Handler matches against category text and category_path[1]; slug-style input is accepted. BUY-76853/BUY-83657."
},
"limit": {
"type": "integer",
"description": "Number of results (max 100, default 20)",
"default": 20
},
"offset": {
"type": "integer",
"description": "Pagination offset",
"default": 0
}
}
}🟢list_categories(region, country_code, country, market)
List top-level product categories available in the BuyWhere catalog.
Esquema de entrada
{
"type": "object",
"properties": {
"region": {
"type": "string",
"enum": [
"us",
"sg",
"my",
"gb",
"in",
"au"
],
"description": "Region alias mapped to ISO country code."
},
"country_code": {
"type": "string",
"enum": [
"SG",
"US",
"VN",
"TH",
"MY",
"GB",
"IN",
"AU"
],
"description": "Filter by ISO country code. Defaults to SG."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"market": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)."
}
}
}🟢find_best_price(q, product_name, category, country_code, 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". 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"`), `meta.confidence="low"`, and `meta.diagnostic.timed_out_stage="catalog_search"`, with `best_price=null` and `alternatives=[]`. It never returns an unqualified empty result when the cause is timeout, auth failure, upstream exception, or circuit breaker.
Esquema de entrada
{
"type": "object",
"properties": {
"q": {
"type": "string",
"description": "Keyword search query — alias for product_name"
},
"product_name": {
"type": "string",
"description": "Product name to find best price for (e.g., \"iphone 15 pro 256gb\", \"samsung galaxy s24\")"
},
"category": {
"type": "string",
"description": "Category to filter by (e.g., \"electronics\", \"fashion\")"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"MY",
"TH",
"PH",
"VN",
"ID",
"US"
],
"description": "Country to search in (defaults to SG). Alias: country."
},
"deliver_to": {
"type": "string",
"description": "Treat as REQUIRED for buyer-facing use: ISO-3166 country of the END USER (e.g. \"SG\", \"US\"). Without it results are not shipping-ranked and may be undeliverable. Preferred over country_code/country."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"market": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)."
},
"region": {
"type": "string",
"enum": [
"us",
"sea"
],
"description": "Region filter - use \"us\" for United States or \"sea\" for Southeast Asia"
}
}
}🟢find_similar(product_id, limit)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"product_id": {
"type": "string",
"description": "UUID of the source product"
},
"limit": {
"type": "integer",
"description": "Number of similar products to return (1-10, default 10)",
"default": 10
}
},
"required": [
"product_id"
]
}🟡ingest_products(source, products)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"source": {
"type": "string",
"description": "Data source identifier (e.g. \"shopee_sg\", \"amazon_sg\", \"lazada_sg\")"
},
"products": {
"type": "array",
"description": "Array of product objects to ingest (max 1000)",
"items": {
"type": "object",
"required": [
"sku",
"merchant_id",
"title",
"price",
"url"
],
"properties": {
"sku": {
"type": "string",
"description": "Unique stock keeping unit identifier"
},
"merchant_id": {
"type": "string",
"description": "Merchant identifier"
},
"title": {
"type": "string",
"description": "Product title"
},
"description": {
"type": "string",
"description": "Product description"
},
"price": {
"type": "number",
"description": "Current price (must be >= 0)"
},
"currency": {
"type": "string",
"description": "Currency code (default: SGD)",
"default": "SGD"
},
"url": {
"type": "string",
"description": "Product URL on the merchant site"
},
"image_url": {
"type": "string",
"description": "Main product image URL"
},
"category": {
"type": "string",
"description": "Product category"
},
"brand": {
"type": "string",
"description": "Brand name"
},
"is_active": {
"type": "boolean",
"description": "Whether the product is active (default: true)"
},
"is_available": {
"type": "boolean",
"description": "Whether the product is in stock"
},
"country_code": {
"type": "string",
"description": "ISO country code (e.g. \"SG\", \"US\")"
},
"region": {
"type": "string",
"description": "Region identifier (e.g. \"sea\", \"us\")"
},
"metadata": {
"type": "object",
"description": "Additional product metadata"
}
}
}
}
},
"required": [
"source",
"products"
]
}🟢search_products_v2(q, query, domain, region, country_code, ...)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"q": {
"type": "string",
"description": "Keyword search query"
},
"query": {
"type": "string",
"description": "Alias for q (accepted for agent convenience; use q). Without this, callers passing `query` get 0 rows and the reltuples-derived total — see BUY-75287."
},
"domain": {
"type": "string",
"description": "Filter by merchant platform (e.g. lazada, shopee, amazon)"
},
"region": {
"type": "string",
"description": "Filter by region (sea, us, eu, au)"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"US",
"VN",
"TH",
"MY"
],
"description": "Filter by ISO country code. Also infers default currency for price filters (SG→SGD, US→USD, VN→VND, TH→THB, MY→MYR)."
},
"deliver_to": {
"type": "string",
"description": "REQUIRED. Buyer delivery country/market (ISO country code, e.g. \"SG\", \"US\")."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"min_price": {
"type": "number",
"description": "Minimum price (in currency inferred from country_code, or SGD by default)"
},
"max_price": {
"type": "number",
"description": "Maximum price (in currency inferred from country_code, or SGD by default)"
},
"limit": {
"type": "integer",
"description": "Number of results (max 100, default 20)",
"default": 20
},
"offset": {
"type": "integer",
"description": "Pagination offset",
"default": 0
},
"compact": {
"type": "boolean",
"description": "Return agent-optimized compact shape: structured_specs, comparison_attributes, normalized_price_usd. Reduces response size ~40%. Recommended for agent tool-use.",
"default": false
},
"category": {
"type": "string",
"description": "Filter by product category name (e.g. \"Laptops\", \"Smartphones\", \"Televisions\"). Use to exclude accessories and get actual products."
},
"mode": {
"type": "string",
"enum": [
"keyword",
"semantic",
"hybrid"
],
"description": "Search mode: keyword=FTS only (default, matches REST /v1/products/search), semantic=vector only, hybrid=RRF blend of FTS+vector. Falls back to keyword if vector DB or FLOWAI_EMBED_API_KEY unavailable.",
"default": "keyword"
}
},
"required": [
"deliver_to"
]
}🟢get_product_v2(id, deliver_to)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Product UUID"
},
"deliver_to": {
"type": "string",
"description": "REQUIRED. Buyer delivery country/market (ISO country code, e.g. \"SG\", \"US\")."
}
},
"required": [
"id",
"deliver_to"
]
}⚪compare_products_v2(ids, deliver_to)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"ids": {
"type": "array",
"items": {
"type": "string"
},
"description": "Array of product IDs to compare (2-10)",
"minItems": 2,
"maxItems": 10
},
"deliver_to": {
"type": "string",
"description": "REQUIRED. Buyer delivery country/market (ISO country code, e.g. \"SG\", \"US\")."
}
},
"required": [
"ids",
"deliver_to"
]
}🟢get_deals_v2(min_discount, currency, region, country_code, deliver_to, ...)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"min_discount": {
"type": "number",
"description": "Minimum discount percentage (default 10)",
"default": 10
},
"currency": {
"type": "string",
"description": "Filter by currency code (SGD, USD, MYR, VND, THB). Defaults to SGD.",
"default": "SGD"
},
"region": {
"type": "string",
"description": "Filter by region (sea, us, eu, au)"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"US",
"VN",
"TH",
"MY"
],
"description": "Filter by ISO country code. Alias: country."
},
"deliver_to": {
"type": "string",
"description": "REQUIRED. Buyer delivery country/market (ISO country code, e.g. \"SG\", \"US\")."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"category": {
"type": "string",
"description": "Filter deals by product category (e.g. \"Electronics\", \"Beauty\", \"home_and_kitchen\"). Handler matches against category text and category_path[1]; slug-style input is accepted. BUY-76853/BUY-83657."
},
"limit": {
"type": "integer",
"description": "Number of results (max 100, default 20)",
"default": 20
},
"offset": {
"type": "integer",
"description": "Pagination offset",
"default": 0
}
},
"required": [
"deliver_to"
]
}🟢find_best_price_v2(q, product_name, category, country_code, deliver_to, ...)
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.
Esquema de entrada
{
"type": "object",
"properties": {
"q": {
"type": "string",
"description": "Keyword search query — alias for product_name"
},
"product_name": {
"type": "string",
"description": "Product name to find best price for (e.g., \"iphone 15 pro 256gb\", \"samsung galaxy s24\")"
},
"category": {
"type": "string",
"description": "Category to filter by (e.g., \"electronics\", \"fashion\")"
},
"country_code": {
"type": "string",
"enum": [
"SG",
"MY",
"TH",
"PH",
"VN",
"ID",
"US"
],
"description": "Country to search in (defaults to SG). Alias: country."
},
"deliver_to": {
"type": "string",
"description": "REQUIRED. Buyer delivery country/market (ISO country code, e.g. \"SG\", \"US\")."
},
"country": {
"type": "string",
"description": "Alias for country_code (deprecated, use country_code)"
},
"region": {
"type": "string",
"enum": [
"us",
"sea"
],
"description": "Region filter - use \"us\" for United States or \"sea\" for Southeast Asia"
}
},
"required": [
"deliver_to"
]
}Prompts recomendados
search_productssearch_productsget_productget_productlist_categoriesComparar
Comparación con similares
Compara este servidor con otros de la misma categoría.
Comunidad
Evidencia