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io.github.BuyWhere/buywhere-mcp

REMOTE · API.BUYWHERE.AI · 2 COMPONENTS · SCANNED SEP 21

Agent-native product catalog: 300M+ products, 150,000+ stores, deliver_to ranking.

+4 this week 81 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security89
Transport & Reachability100
Schema Quality & AI Usability65
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 3143 tokens (~241/item across 13 items; 13 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management60
  • Stability observed for 18 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 13 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 13 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities20
  • Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28. See how to fix → Fail
Install

How do I install the io.github.BuyWhere/buywhere-mcp server?

io.github.BuyWhere/buywhere-mcp is a hosted endpoint at https://api.buywhere.ai/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · api.buywhere.ai

# add to Claude Code
claude mcp add --transport http buywhere-buywhere-mcp 'https://api.buywhere.ai/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "buywhere-buywhere-mcp": {
      "url": "https://api.buywhere.ai/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "buywhere-buywhere-mcp": {
      "type": "http",
      "url": "https://api.buywhere.ai/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.buywhere-buywhere-mcp]
url = "https://api.buywhere.ai/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "buywhere-buywhere-mcp": {
      "type": "remote",
      "url": "https://api.buywhere.ai/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add buywhere-buywhere-mcp --url 'https://api.buywhere.ai/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  buywhere-buywhere-mcp:
    url: "https://api.buywhere.ai/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "buywhere-buywhere-mcp": {
      "Transport": "http",
      "Url": "https://api.buywhere.ai/mcp"
    }
  }
}
# add to Vellum
assistant mcp add buywhere-buywhere-mcp -t streamable-http -u 'https://api.buywhere.ai/mcp'
// mcp.json
{
  "mcpServers": {
    "buywhere-buywhere-mcp": {
      "type": "http",
      "url": "https://api.buywhere.ai/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 21 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 57 to 60. That category is still filling its 30-day observation window: 17 days of observed history at the previous scan, 18 at this one. The score rises as the window fills, whether or not the server changes.

  • 19 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 0
    • “get_deals_v2” dropped the optional parameter “category” cosmetic
    • “get_deals” dropped the optional parameter “category” cosmetic

    2 cosmetic changes on this day. Switch on “Show cosmetic changes” to see them.

  • 17 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

  • 15 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

  • 14 Sept 26 0
    • “get_deals_v2” added an optional parameter “category” cosmetic
    • “get_deals” added an optional parameter “category” cosmetic

    2 cosmetic changes on this day. Switch on “Show cosmetic changes” to see them.

  • 13 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 21 Sept 2026 · Probed https://api.buywhere.ai/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=api.buywhere.ai CN=YE1,O=Let's Encrypt,C=US 4 Sept 2026 3 Dec 2026 ECDSA 256 ECDSA-SHA384 58440e22c6a4fe5bff964979bc29e08c2bc
SANs: api.buywhere.ai
CN=YE1,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of api.buywhere.ai. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
buywhere.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Challenged, unverified

The endpoint asked for a token, but we could not retrieve and validate the RFC 9728 metadata that tells a client how to obtain one.

Result Challenged, unverified
Enforced On tool calls
HTTP status 200

WWW-Authenticate challenge Bearer realm="buywhere"

Bearer realm="buywhere"
Header Value
strict-transport-security max-age=31536000; includeSubDomains
content-security-policy default-src 'self'; img-src 'self' data: https:; style-src 'self' 'unsafe-inline'; script-src 'self'; frame-ancestors 'none'
x-content-type-options nosniff
x-frame-options DENY
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=()

Protected resource metadata

Retrieved No
Problem no_resource_metadata

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://api.buywhere.ai/mcp Verified 200
http (plaintext) http://api.buywhere.ai/mcp HTTPS enforced 301 https://api.buywhere.ai/mcp
MCP tools · 13 exposed · ~3,143 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
compare_products ~44

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

NameTypeReqDescription
idsarrayyesArray of product IDs to compare (2-10)

No output schema declared.

No examples provided.

compare_products_v2 ~101

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.

NameTypeReqDescription
deliver_tostringyesREQUIRED. Buyer delivery country/market (ISO country code, e.g. "SG", "US").
idsarrayyesArray of product IDs to compare (2-10)

No output schema declared.

No examples provided.

find_best_price ~409

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.

NameTypeReqDescription
categorystringCategory to filter by (e.g., "electronics", "fashion")
countrystringAlias for country_code (deprecated, use country_code)
country_codestringCountry to search in (defaults to SG). Alias: country.
deliver_tostringTreat 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.
marketstringAlias for country_code (deprecated, use country_code).
product_namestringProduct name to find best price for (e.g., "iphone 15 pro 256gb", "samsung galaxy s24")
qstringKeyword search query — alias for product_name
regionstringRegion filter - use "us" for United States or "sea" for Southeast Asia

No output schema declared.

No examples provided.

find_best_price_v2 ~278

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.

NameTypeReqDescription
categorystringCategory to filter by (e.g., "electronics", "fashion")
countrystringAlias for country_code (deprecated, use country_code)
country_codestringCountry to search in (defaults to SG). Alias: country.
deliver_tostringyesREQUIRED. Buyer delivery country/market (ISO country code, e.g. "SG", "US").
product_namestringProduct name to find best price for (e.g., "iphone 15 pro 256gb", "samsung galaxy s24")
qstringKeyword search query — alias for product_name
regionstringRegion filter - use "us" for United States or "sea" for Southeast Asia

No output schema declared.

No examples provided.

find_similar ~79

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.

NameTypeReqDescription
limitintegerNumber of similar products to return (1-10, default 10)
product_idstringyesUUID of the source product

No output schema declared.

No examples provided.

get_deals ~419

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) and country (SG, US, VN, MY, ...) 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"`.

NameTypeReqDescription
countrystringAlias for country_code (deprecated, use country_code)
country_codestringFilter by ISO country code. Alias: country.
currencystringFilter by currency code (SGD, USD, MYR, VND, THB). Defaults to SGD.
deliver_tostringTreat 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.
limitintegerNumber of results (max 100, default 20)
marketstringAlias for country_code (deprecated, use country_code).
min_discountnumberMinimum discount percentage (default 10)
offsetintegerPagination offset
regionstringFilter by region (sea, us, eu, au)

No output schema declared.

No examples provided.

get_deals_v2 ~257

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) and country (SG, US, VN, MY, ...) filters.

NameTypeReqDescription
countrystringAlias for country_code (deprecated, use country_code)
country_codestringFilter by ISO country code. Alias: country.
currencystringFilter by currency code (SGD, USD, MYR, VND, THB). Defaults to SGD.
deliver_tostringyesREQUIRED. Buyer delivery country/market (ISO country code, e.g. "SG", "US").
limitintegerNumber of results (max 100, default 20)
min_discountnumberMinimum discount percentage (default 10)
offsetintegerPagination offset
regionstringFilter by region (sea, us, eu, au)

No output schema declared.

No examples provided.

get_product ~32

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

NameTypeReqDescription
idstringyesProduct UUID

No output schema declared.

No examples provided.

get_product_v2 ~107

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.

NameTypeReqDescription
deliver_tostringyesREQUIRED. Buyer delivery country/market (ISO country code, e.g. "SG", "US").
idstringyesProduct UUID

No output schema declared.

No examples provided.

ingest_products ~120

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.

NameTypeReqDescription
productsarrayyesArray of product objects to ingest (max 1000)
sourcestringyesData source identifier (e.g. "shopee_sg", "amazon_sg", "lazada_sg")

No output schema declared.

No examples provided.

list_categories ~85

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

NameTypeReqDescription
countrystringAlias for country_code (deprecated, use country_code)
country_codestringFilter by ISO country code. Defaults to SG.
marketstringAlias for country_code (deprecated, use country_code).
regionstringRegion alias mapped to ISO country code.

No output schema declared.

No examples provided.

search_products ~697

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.

NameTypeReqDescription
categorystringFilter by product category name (e.g. "Laptops", "Smartphones", "Televisions"). Use to exclude accessories and get actual products.
compactbooleanReturn agent-optimized compact shape: structured_specs, comparison_attributes, normalized_price_usd. Reduces response size ~40%. Recommended for agent tool-use.
countrystringAlias for country_code (deprecated, use country_code)
country_codestringFilter by ISO country code. Also infers default currency for price filters (SG→SGD, US→USD, VN→VND, TH→THB, MY→MYR).
deliver_tostringTreat 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.
domainstringFilter by merchant platform (e.g. lazada, shopee, amazon)
limitintegerNumber of results (max 100, default 20)
marketstringAlias for country_code (deprecated, use country_code).
max_pricenumberMaximum price (in currency inferred from country_code, or SGD by default)
min_pricenumberMinimum price (in currency inferred from country_code, or SGD by default)
modestringSearch 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.
offsetintegerPagination offset
qstringKeyword search query
querystringAlias for q (accepted for agent convenience; use q). Without this, callers passing `query` get 0 rows and the reltuples-derived total — see BUY-75287.
regionstringFilter by region (sea, us, eu, au)

No output schema declared.

No examples provided.

search_products_v2 ~515

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.

NameTypeReqDescription
categorystringFilter by product category name (e.g. "Laptops", "Smartphones", "Televisions"). Use to exclude accessories and get actual products.
compactbooleanReturn agent-optimized compact shape: structured_specs, comparison_attributes, normalized_price_usd. Reduces response size ~40%. Recommended for agent tool-use.
countrystringAlias for country_code (deprecated, use country_code)
country_codestringFilter by ISO country code. Also infers default currency for price filters (SG→SGD, US→USD, VN→VND, TH→THB, MY→MYR).
deliver_tostringyesREQUIRED. Buyer delivery country/market (ISO country code, e.g. "SG", "US").
domainstringFilter by merchant platform (e.g. lazada, shopee, amazon)
limitintegerNumber of results (max 100, default 20)
max_pricenumberMaximum price (in currency inferred from country_code, or SGD by default)
min_pricenumberMinimum price (in currency inferred from country_code, or SGD by default)
modestringSearch 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.
offsetintegerPagination offset
qstringKeyword search query
querystringAlias for q (accepted for agent convenience; use q). Without this, callers passing `query` get 0 rows and the reltuples-derived total — see BUY-75287.
regionstringFilter by region (sea, us, eu, au)

No output schema declared.

No examples provided.

Common questions

What is the io.github.BuyWhere/buywhere-mcp server?

io.github.BuyWhere/buywhere-mcp is listed in the public MCP registry as io.github.BuyWhere/buywhere-mcp. Agent-native product catalog: 300M+ products, 150,000+ stores, deliver_to ranking. This page covers its hosted endpoint (https://api.buywhere.ai/mcp).

Is the io.github.BuyWhere/buywhere-mcp server safe to use?

io.github.BuyWhere/buywhere-mcp scores 81 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the io.github.BuyWhere/buywhere-mcp server expose?

io.github.BuyWhere/buywhere-mcp exposes 13 tools: search_products, get_product, compare_products, get_deals, list_categories, and 8 more. Their descriptions and schemas cost roughly 3,143 tokens of context every time the server is loaded.

Does the io.github.BuyWhere/buywhere-mcp server require authentication?

Yes. io.github.BuyWhere/buywhere-mcp asked us for credentials when we connected, so you will need to authorise it in your MCP client before it can do anything.

Is the io.github.BuyWhere/buywhere-mcp server still maintained?

io.github.BuyWhere/buywhere-mcp is still listed as active in the MCP registry. We last reached this channel on 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.