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Starwell: World Data & Statistics

REMOTE · STARWELL.DEV · 2 COMPONENTS · SCANNED AUG 20

Statistics from 28 agencies: FRED, Eurostat, ECB, World Bank, OECD. Cited values, computed answers.

+2 this week 67 Trust /100
Trust breakdown (6 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 →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability73
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1298 tokens (~118/item across 11 items; 11 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 Management23
  • Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage89
  • 91% of tools have a non-trivial description (not blank, and not just the tool's name).Partial
  • 85% of tool parameters carry a description.Partial
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · starwell.dev

# add to Claude Code
claude mcp add --transport http dev-starwell-world-data-statistics https://starwell.dev/api/starwell/mcp
# ~/.codex/config.toml
[mcp_servers.dev-starwell-world-data-statistics]
url = "https://starwell.dev/api/starwell/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "dev-starwell-world-data-statistics": {
      "type": "remote",
      "url": "https://starwell.dev/api/starwell/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add dev-starwell-world-data-statistics --url https://starwell.dev/api/starwell/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  dev-starwell-world-data-statistics:
    url: "https://starwell.dev/api/starwell/mcp"
// mcp.json
{
  "mcpServers": {
    "dev-starwell-world-data-statistics": {
      "type": "http",
      "url": "https://starwell.dev/api/starwell/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.

  • 19 Aug 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.

  • 17 Aug 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.

  • 16 Aug 26 0
    • “search_catalog” added an optional parameter “offset” cosmetic

    1 cosmetic change on this day. Switch on “Show cosmetic changes” to see it.

  • 15 Aug 26 0
    • Tool “answer” rewrote its description, which is the text the model reads security
    • Tool “deep_analysis” rewrote its description, which is the text the model reads security
    • Schema quality: pass → fail functional
    • Schema quality: excellent → good functional
    • “answer” reworded the description of “series” cosmetic
    • “deep_analysis” reworded the description of “series” cosmetic
  • 14 Aug 26 0
    • Stability: unverified → 0.03 functional
  • 13 Aug 26 65

    First indexed and scored.

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 20 Aug 2026 · Probed https://starwell.dev/api/starwell/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=starwell.dev CN=YR1,O=Let's Encrypt,C=US 19 Jul 2026 17 Oct 2026 RSA 2048 SHA256-RSA 542f657eb114a180288465644f5fd775015
SANs: starwell.dev
CN=YR1,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA a20253f15f2691c05dc1ce13b9bcca4e
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f
DNSSEC insecure

Validation of starwell.dev. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
dev. present 60074 8 Verified
starwell.dev. 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
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
content-security-policy default-src 'self'; script-src 'self' 'unsafe-inline'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com; font-src https://fonts.gstatic.com; img-src 'self' data:; connect-src 'self'; frame-ancestors 'none'; base-uri 'none'; form-action 'self'; object-src 'none'
x-content-type-options nosniff
x-frame-options DENY
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=()
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://starwell.dev/api/starwell/mcp Verified 200
http (plaintext) http://starwell.dev/api/starwell/mcp HTTPS enforced 301 https://starwell.dev/api/starwell/mcp
MCP tools · 11 exposed · ~1,298 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.

Tool Tokens
answer ~252

The flagship: ask a natural-language question about the served official statistics. Returns a COMPUTED answer (real Python runs in a sandbox over the verified store, nothing is estimated by a model), the Plotly chart, the Python code, citations to the official tables, and a verification badge per series. CROSS-SOURCE: one question may join series from DIFFERENT agencies, e.g. unemployment from the US BLS, Statistics Canada and the UK ONS in a single call, for correlations, ratios, and like-for-like comparison. How many series one question may join is set by the caller's plan; asking for more returns a series_limit error naming that cap. Returns a refusal when no served series can answer. Takes 10-40 seconds. Requires a free API key (create at /account on the Starwell host; pass Authorization: Bearer dlk_... or set STARWELL_API_KEY on the starwell-mcp bridge). Keyless calls return key_required.

NameTypeReqDescription
endstringYYYY-MM-DD
questionstringyes
seriesarrayOptional: pin exact series, across sources, and skip AI resolution
startstringYYYY-MM-DD

No output schema declared.

No examples provided.

create_monitor ~123

Create a monitor: when the store's refresh lands a new period or a revised value for the series, a series.updated webhook fires to your URL with the new value, verification status, and citation. Requires an API key (free with an account at /account); webhook must be https. Manage with list_monitors / delete_monitor.

NameTypeReqDescription
seriesIdstringyesSeries id, e.g. 'DGS10'
sourcestringyesSource slug, e.g. 'fred'
webhookUrlstringyeshttps URL to receive series.updated events

No output schema declared.

No examples provided.

deep_analysis ~247

The moat: a PLANNED multi-section report on a question. The engine designs 3-4 orthogonal analyses (trend, statistics, outliers, cross-series relationships), runs real Python for each in the sandbox over the verified store, and synthesizes one decision-ready report. Every number computed, every series cited and verification-badged. Sections can join series from DIFFERENT agencies in one report, up to the caller's plan width; over it, the call returns a series_limit error naming that cap. Slower than answer (60-180 seconds), so use it for "analyze", "break down", "give me a full picture" asks; use the answer tool for a single direct question. Requires a free API key (create at /account on the Starwell host; pass Authorization: Bearer dlk_... or set STARWELL_API_KEY on the starwell-mcp bridge). Keyless calls return key_required.

NameTypeReqDescription
endstringYYYY-MM-DD
questionstringyes
seriesarrayOptional: pin exact series, across sources, and skip AI resolution
startstringYYYY-MM-DD

No output schema declared.

No examples provided.

delete_monitor ~18

No description provided.

NameTypeReqDescription
idstringyesMonitor id from list_monitors

No output schema declared.

No examples provided.

get_observations ~132

Observation values for one series. Every value carries provenance (the exact source URL it came from, retrieval time, connector version) and the envelope carries the series verification status + citation. Defaults to the latest 60 points; use start/end (YYYY-MM-DD) or latest to control the window.

NameTypeReqDescription
endstringYYYY-MM-DD inclusive upper bound
latestintegerReturn only the latest N points (default 60 when no start/end given)
seriesIdstringyes
sourcestringyes
startstringYYYY-MM-DD inclusive lower bound

No output schema declared.

No examples provided.

get_series ~100

Full metadata for one series: indicator, unit, frequency, geography, coverage, its VERIFICATION STATUS (passing/stale/failing/unverified from golden-value + freshness checks against the live source), recent check records, and the citation to the official table.

NameTypeReqDescription
seriesIdstringyesSource-native series id, e.g. 'UNRATE' or 'v41690973'
sourcestringyesSource slug, e.g. 'fred'

No output schema declared.

No examples provided.

get_series_stats ~99

Latest value, previous, all-time min/max, mean, and change vs the previous period and vs a year ago — computed over the verified store, with the citation attached. The cheap way to answer "what is it now and how has it moved" without a full analysis run.

NameTypeReqDescription
seriesIdstringyesSeries id, e.g. 'DGS10'
sourcestringyesSource slug, e.g. 'fred'

No output schema declared.

No examples provided.

list_datasets ~54

List the datasets (official releases/tables) available in one source, with coverage dates and links to the official table pages.

NameTypeReqDescription
sourcestringyesSource slug, e.g. 'fred' or 'statcan'

No output schema declared.

No examples provided.

list_monitors ~27

Monitors on your API key, with delivery health (last fired, failures, active).

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

list_sources ~48

List the official statistical sources served by this data layer (e.g. Statistics Canada, FRED), with dataset/series counts, cadence notes, and terms links. Start here to see what exists.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

search_catalog ~198

Find series across ALL sources in one call: case-insensitive search over series ids, indicator names, geographies, and dataset titles (e.g. "unemployment canada", "10-year treasury", "CPI"). Returns candidate series with units, coverage, verification status, and license, plus datasetMatches from the wider dataset index — datasets whose series can be requested by source-native id and are fetched from the official source on first call. The fastest path from a question to the exact series id to fetch or pin in the answer tool.

NameTypeReqDescription
limitintegerMax results (default 20)
offsetintegerSkip the first N ranked hits (default 0). When hasMore is true, call again with offset = offset + limit.
querystringyesSearch terms, e.g. "unemployment rate canada"
sourcestringOptional source slug to restrict to, e.g. 'fred'

No output schema declared.

No examples provided.