# uk.kcalbinmcp/kcalbin-data-products (remote · product.kcalbinmcp.uk)

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

- Trust score: 66/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `product.kcalbinmcp.uk`: 66/100 (this document), [markdown](https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product.md), [page](https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product)

## Channel facts

- Endpoint: `https://product.kcalbinmcp.uk/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Endpoint Security**: 57/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 10 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 54/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 598 tokens (~59/item across 10 items; 10 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 57/100
  - Stability observed for 17 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 67/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 10 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 10 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the uk.kcalbinmcp/kcalbin-data-products MCP server?

uk.kcalbinmcp/kcalbin-data-products is a hosted endpoint at https://product.kcalbinmcp.uk/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.

### Claude

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

### Cursor

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

### VS Code

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

### Codex

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

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "uk-kcalbinmcp-kcalbin-data-products": {
      "type": "remote",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add uk-kcalbinmcp-kcalbin-data-products --url 'https://product.kcalbinmcp.uk/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  uk-kcalbinmcp-kcalbin-data-products:
    url: "https://product.kcalbinmcp.uk/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "uk-kcalbinmcp-kcalbin-data-products": {
      "Transport": "http",
      "Url": "https://product.kcalbinmcp.uk/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add uk-kcalbinmcp-kcalbin-data-products -t streamable-http -u 'https://product.kcalbinmcp.uk/mcp'
```

### Other

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

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

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-05 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-11-03 (score 65, +1)

No change was recorded against any check on this day. Stability & Change Management went from 47 to 50. That category is still filling its 30-day observation window: 14 days of observed history at the previous scan, 15 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-11-01 (score 64, +1)

No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-29 (score 63, +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.

### 2026-10-27 (score 62, +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.

### 2026-10-25 (score 61, +1)

No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-23 (score 60, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-21 (score 59, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

## MCP tools (10)

### `chandler_signals` (~42 tokens)

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

Input parameters:

- `limit` (number)
- `state` (string)

### `chandler_warn` (~35 tokens)

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

Input parameters:

- `state` (string)

### `chandler_court_signals` (~44 tokens)

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

Input parameters:

- `signal_type` (string)

### `chandler_economic_context` (~70 tokens)

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.

Input parameters:

- `limit` (number)
- `state` (string)

### `chandler_commerce_signals` (~80 tokens)

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.

Input parameters:

- `limit` (number)
- `state` (string)

### `deathcare_market` (~56 tokens)

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

Input parameters:

- `fips` (string)
- `limit` (number)
- `state` (string)

### `deathcare_projection` (~78 tokens)

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

Input parameters:

- `county` (string)
- `fips` (string)
- `from_year` (number)
- `state` (string)
- `to_year` (number)

### `deathcare_growth_ranking` (~74 tokens)

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).

Input parameters:

- `limit` (number)
- `min_deaths` (number)
- `state` (string)

### `deathcare_bulk_extract` (~49 tokens)

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

Input parameters:

- `state` (string, required)

### `browser_fetch` (~70 tokens)

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.

Input parameters:

- `url` (string, required)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product#diagnostics

## Score history

- 2026-11-05: 66
- 2026-11-04: 65
- 2026-11-03: 65
- 2026-11-02: 64
- 2026-11-01: 64
- 2026-10-31: 63
- 2026-10-30: 63
- 2026-10-29: 63
- 2026-10-28: 62
- 2026-10-27: 62
- 2026-10-26: 61
- 2026-10-25: 61
- 2026-10-24: 60
- 2026-10-23: 60
- 2026-10-22: 59
- 2026-10-21: 59
- 2026-10-20: 58
- 2026-10-19: 58

## Common questions

### What is the uk.kcalbinmcp/kcalbin-data-products MCP server?

uk.kcalbinmcp/kcalbin-data-products is an MCP server listed in the public MCP registry as uk.kcalbinmcp/kcalbin-data-products. US county data over MCP: displacement signals, WARN notices, death-care forecasts, page reader. This page covers its hosted endpoint (https://product.kcalbinmcp.uk/mcp).

### Is the uk.kcalbinmcp/kcalbin-data-products MCP server safe to use?

uk.kcalbinmcp/kcalbin-data-products scores 66 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 uk.kcalbinmcp/kcalbin-data-products MCP server expose?

uk.kcalbinmcp/kcalbin-data-products exposes 10 tools: chandler_signals, chandler_warn, chandler_court_signals, chandler_economic_context, chandler_commerce_signals, and 5 more. Their descriptions and schemas cost roughly 598 tokens of context every time the server is loaded.

### Does the uk.kcalbinmcp/kcalbin-data-products MCP server require authentication?

No. We connected to uk.kcalbinmcp/kcalbin-data-products without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the uk.kcalbinmcp/kcalbin-data-products MCP server still maintained?

uk.kcalbinmcp/kcalbin-data-products is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://product.kcalbinmcp.uk/mcp
- Website: https://product.kcalbinmcp.uk/
- Changelog RSS feed: https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product.xml
- Changelog JSON feed: https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product.json
- HTML version of this page: https://verifymcp.io/servers/uk-kcalbinmcp-kcalbin-data-products/product