Kcalbin Data Products MCP Server

by kcalbinmcp Your server? Claim it

answering

Kcalbin Data Products is answering right now. Last checked 8 min ago. It exposes 10 tools.

US county data over MCP: displacement signals, WARN notices, death-care forecasts, page reader

Uptime history 14 days of history

14 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

442 ms

Response time

average over 24h

open, no key

Access

streamable-http

Nothing serious here today

Today is the operative word: we check Kcalbin Data Products every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

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.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add kcalbin-data-products --transport http https://product.kcalbinmcp.uk/mcp

Settings → Connectors → Add custom connector, then paste this address

https://product.kcalbinmcp.uk/mcp

~/.codex/config.toml

[mcp_servers.kcalbin-data-products]
url = "https://product.kcalbinmcp.uk/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "kcalbin-data-products": {
      "url": "https://product.kcalbinmcp.uk/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp"
    }
  }
}

Available tools 10

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

chandler

chandler_commerce_signals

Chandler Commerce Signals — county demand-intelligence for local service businesses. Free: one county name + risk tier + recent layoff worker count. Paid ($299/mo): full distress score, WARN filing details, 3/6-mo forecast, per-county signal window.

chandler_court_signals

Bankruptcy / WARN-lawsuit / NLRB court filings (Chapter 11 etc.) as displacement events. PAID.

chandler_economic_context

ENTERPRISE: raw measured economic indicators behind each county — Census building permits (county), BLS QCEW industry employment (county x NAICS), and NY Fed household delinquency (STATE level). Included with Chandler Enterprise.

chandler_signals

County-level workforce displacement signals (severity, score, forecast). Free preview masks county names.

chandler_warn

WARN Act layoff notices (company, workers affected, dates). Free preview masks company names.

deathcare

deathcare_bulk_extract

ENTERPRISE: bulk extract of the full projection series (all counties x 2025-2040) for a state, plus the underlying current-year baseline.

deathcare_growth_ranking

Rank counties by projected growth in deaths 2025-2040 — the expansion/market-selection question. National percentile is computed across all 3,144 counties. PAID (Professional and above).

deathcare_market

Current-year expected deaths for a county or state — market size for death-care operators and investors. Free preview masks county names.

deathcare_projection

Year-by-year expected deaths for a county, 2025-2040. Shows the baby-boomer mortality trajectory. PAID (Professional and above).

browser

browser_fetch

Render a public web page in a real headless browser and return its title, visible text and links. JavaScript is executed, so it works on pages a plain HTTP fetch cannot read. Free preview returns the title and a short excerpt; paid returns full text and links.

Endpoints

URL	Transport	State	Latency	Checked
https://product.kcalbinmcp.uk/mcp	streamable-http	answering	370 ms	8 min ago

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Kcalbin Data Products — questions

Answers built from our own checks of this server.

What can Kcalbin Data Products do?

It exposes 10 tools, read directly from the server on our last check. Among them: browser_fetch, chandler_commerce_signals, chandler_court_signals, chandler_economic_context, chandler_signals, chandler_warn and 4 more. 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 →

What is Kcalbin Data Products mostly used for?

Its tools cluster around chandler and deathcare. That is what this server is built to work with — the grouping comes from the actual tool names, not from a category we assigned.

Is Kcalbin Data Products 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 442 ms. The bar chart above shows every period we have measured.

How do I connect Kcalbin Data Products?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Kcalbin Data Products need an API key?

No. Kcalbin Data Products completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 10 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Kcalbin Data Products?

It answers our handshake in 442 ms on average, which is faster than 29% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.