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uk.kcalbinmcp/kcalbin-data-products

REMOTE · PRODUCT.KCALBINMCP.UK

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

+3 this week 65 Trust /100

Last scanned (20 hours ago)

Scores higher than 45% of remote servers

Reachable. Last reached 4 Nov 2026.

Category Data and Analytics

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 Security57
Transport & Reachability100
Schema Quality & AI Usability54
  • AI-judged instruction clarity (fair).Partial
  • Tool/resource definitions use about 598 tokens (~59/item across 10 items; 10 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management53
  • Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage67
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 10 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 10 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
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.

  • 3 Nov 26 +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.

  • 1 Nov 26 +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.

  • 29 Oct 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.

  • 27 Oct 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.

  • 25 Oct 26 +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.

  • 23 Oct 26 +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.

  • 21 Oct 26 +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.

  • 20 Oct 26 0
    • Stability: unverified → 0.03 ▲ functional
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 4 Nov 2026 · Probed https://product.kcalbinmcp.uk/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=kcalbinmcp.uk CN=YE1,O=Let's Encrypt,C=US 14 Oct 2026 12 Jan 2027 ECDSA 256 ECDSA-SHA384 62c1bb4b37bcdd2f87eb3cbf4bd339787dd
SANs: *.kcalbinmcp.uk, kcalbinmcp.uk
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 product.kcalbinmcp.uk. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
uk. present 43876 8 Verified
kcalbinmcp.uk. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200

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

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://product.kcalbinmcp.uk/mcp Verified 200
http (plaintext) http://product.kcalbinmcp.uk/mcp HTTPS enforced
MCP tools · 10 exposed · ~598 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
browser_fetch ~70

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.

NameTypeReqDescription
urlstringyes–

No output schema declared.

No examples provided.

chandler_commerce_signals ~80

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.

NameTypeReqDescription
limitnumber––
statestring––

No output schema declared.

No examples provided.

chandler_court_signals ~44

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

NameTypeReqDescription
signal_typestring––

No output schema declared.

No examples provided.

chandler_economic_context ~70

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.

NameTypeReqDescription
limitnumber––
statestring––

No output schema declared.

No examples provided.

chandler_signals ~42

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

NameTypeReqDescription
limitnumber––
statestring––

No output schema declared.

No examples provided.

chandler_warn ~35

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

NameTypeReqDescription
statestring––

No output schema declared.

No examples provided.

deathcare_bulk_extract ~49

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

NameTypeReqDescription
statestringyes–

No output schema declared.

No examples provided.

deathcare_growth_ranking ~74

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).

NameTypeReqDescription
limitnumber––
min_deathsnumber––
statestring––

No output schema declared.

No examples provided.

deathcare_market ~56

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

NameTypeReqDescription
fipsstring––
limitnumber––
statestring––

No output schema declared.

No examples provided.

deathcare_projection ~78

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

NameTypeReqDescription
countystring––
fipsstring––
from_yearnumber––
statestring––
to_yearnumber––

No output schema declared.

No examples provided.

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.

remote · product.kcalbinmcp.uk

# add to Claude Code
claude mcp add --transport http uk-kcalbinmcp-kcalbin-data-products 'https://product.kcalbinmcp.uk/mcp'
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 65 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 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.