mcpbeat

Useful Data Source For Agents Doing Product Price SDK MCP Server

io.github.nexus-mcp-infra/useful-data-source-for-agents-doing-product-price-sdk
answering

Useful Data Source For Agents Doing Product Price SDK is answering right now. Last checked 8 min ago. It exposes 2 tools. Last commit 27 Jul 2026.

Semantic product search over Singapore e-commerce, ranked by an auditable entropy-based value-score

The author archived this repository on GitHub, meaning it is no longer maintained.

Uptime history 40 hours of history
40 hours agonow
100.0%
Uptime 24h
91 of 91 checks
2
Tools
read from the server
356 ms
Response time
average over 24h
0
Stars
last commit 27 Jul 2026

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 8 min ago.

run in your terminal
claude mcp add useful-data-source-for-agents-doing-product-price-sdk --transport http https://useful-data-source-for-agents-production.up.railway.app/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "useful-data-source-for-agents-doing-product-price-sdk": {
      "url": "https://useful-data-source-for-agents-production.up.railway.app/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.useful-data-source-for-agents-doing-product-price-sdk]
url = "https://useful-data-source-for-agents-production.up.railway.app/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "useful-data-source-for-agents-doing-product-price-sdk": {
      "url": "https://useful-data-source-for-agents-production.up.railway.app/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "useful-data-source-for-agents-doing-product-price-sdk": {
      "url": "https://useful-data-source-for-agents-production.up.railway.app/mcp"
    }
  }
}

Available tools 2

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

nexus
nexus_useful_data_source_for_agents_doing_prod_fetch_buywhere_vendor_price_distribution
Given a BuyWhere product identifier, returns the full cross-vendor price distribution in SGD along with the Shannon entropy of that distribution and the coefficient of variation. Use this when an agent already knows the product and needs to audit price fairness or detect outlier vendor pricing. Do NOT use as a discovery tool — it requires a known BuyWhere product_id from rank_buywhere_products_by_value_score. Requires a valid api_key (same as X-API-Key) and an x402 payment.
nexus_useful_data_source_for_agents_doing_prod_rank_buywhere_products_by_value_score
Searches the BuyWhere Singapore catalogue for products matching a natural-language query and returns them ranked by an auditable value-score derived from Shannon entropy of cross-vendor price variance, causal reliability, and price rank. Use this when an agent needs ranked product recommendations for a Singapore market query with auditable justification per product. Do NOT use for real-time stock ticker data, non-SGD markets, or exact product ID lookup (use fetch_buywhere_vendor_price_distribution for that). Requires a valid api_key (same as X-API-Key) and an x402 payment.

Endpoints

URLTransportStateLatencyChecked
https://useful-data-source-for-agents-production.up.railway.app/mcp streamable-http answering 327 ms 8 min ago

Useful Data Source For Agents Doing Product Price SDK — questions

Answers built from our own checks of this server.

What can Useful Data Source For Agents Doing Product Price SDK do?
It exposes 2 tools, read directly from the server on our last check. Among them: nexus_useful_data_source_for_agents_doing_prod_fetch_buywhere_vendor_price_distribution, nexus_useful_data_source_for_agents_doing_prod_rank_buywhere_products_by_value_score. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is Useful Data Source For Agents Doing Product Price SDK working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 356 ms. The bar chart above shows every period we have measured.
Is Useful Data Source For Agents Doing Product Price SDK still maintained?
The author archived this repository on GitHub, meaning it is no longer maintained. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.
How do I connect Useful Data Source For Agents Doing Product Price SDK?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does Useful Data Source For Agents Doing Product Price SDK need an API key?
No. Useful Data Source For Agents Doing Product Price SDK completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 2 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is Useful Data Source For Agents Doing Product Price SDK?
It answers our handshake in 356 ms on average, which is faster than 39% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is Useful Data Source For Agents Doing Product Price SDK open source?
Yes — written in Python and 0 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.