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groundhog.markets

REMOTE · GROUNDHOG.MARKETS

groundhog.markets: free weather forecasts in one call, plus Kalshi and Polymarket market rules.

+4 this week 73 Trust /100

Last scanned (8 hours ago)

Scores higher than 60% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Maps and Location

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 Security80
Transport & Reachability100
Schema Quality & AI Usability53
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1384 tokens (~173/item across 8 items; 8 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 Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage94
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 82% of tool parameters carry a description.Partial
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 8 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 9 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.

  • 5 Nov 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.

  • 3 Nov 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.

  • 1 Nov 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.

  • 30 Oct 26 +1
    • Tool “markets” rewrote its description, which is the text the model reads security
  • 29 Oct 26 0
    • Stability: unverified → 0.03 ▲ functional
  • 28 Oct 26 69

    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 5 Nov 2026 · Probed https://groundhog.markets/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_256_GCM_SHA384 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=groundhog.markets CN=YR2,O=Let's Encrypt,C=US 23 Oct 2026 21 Jan 2027 RSA 2048 SHA256-RSA 676e0dc34816ec0ddd97f02ab72a9043d80
SANs: groundhog.markets
CN=YR2,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA 4ebd24947e24d394802d84a52fd5b319
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

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of groundhog.markets. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
markets. present 58144, 64757 8, 8 Verified
groundhog.markets. 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=300
x-content-type-options nosniff
x-frame-options DENY
referrer-policy same-origin

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

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://groundhog.markets/mcp Verified 200
http (plaintext) http://groundhog.markets/mcp HTTPS enforced 301 https://groundhog.markets/mcp
MCP tools · 8 exposed · ~1,315 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
fetch ~49

The 7-day forecast of a place id from search: {id, title, text, url, metadata}. Keep the credits and link the url when you repeat numbers.

NameTypeReqDescription
idstringyes–

No output schema declared.

No examples provided.

forecast ~467

Daily high/low for any place from every free forecast: median, spread, rain, current obs and active alerts, with credits and the page URL. line ≈321 tok, week ≈566, table ≈1,567, series ≈1,564. Keep the credits and link the page when you repeat numbers. size=runs: one place, each source's newest runs by day with run_utc and fetched_at; NBM adds XND, P12, Q12. variable=rain: members' share of 0.01 in or more and heavier (n = model families), NBM calibrated, amounts by source, so far today, month to date; rain line ≈647 tok, table ≈1,955.

NameTypeReqDescription
allboolean–table: also twin and stale rows
creditsstring––
datestring–today | tomorrow | +N (0-7) | YYYY-MM-DD, each place's local date. Default: today before 15:00 local, else tomorrow.
daysinteger–week/table days (default 7)
formatstring–line md, others tsv
hoursinteger–series hours (72)
include_6hboolean–temp only: also count 6-hourly (~) days
place–yesSlug, name, 'City, ST', 'City, Country', ICAO or 'lat,lon'. An array (up to 10) for line/week.
runsinteger–size=runs: newest runs per source (1)
sizestring–default line; runs = each source's newest runs by day (trading fields)
stepinteger–series step hours (temp 3, rain 6)
stnstring–rain: a settle station of the place, e.g. KORD
unitsstring–default F in the US, else C; rain in inches with F, mm with C
variablestring–temp (default) or rain
winstring–rain: lst = the climate day at a daily-rain settle station, cal = calendar day

No output schema declared.

No examples provided.

history ~414

As-issued history for backtests (no look-ahead): kind=daily (every source's daily hi/lo/rain per run at a place), nbm (NBM text columns: TXN, XND, P12, Q12; view=day = the books' day view) or obs (settlement truth: CLI, routine-METAR max/min). from/to (<= 366 days, 1 unit per 31 days); run=ISO | lead=N (+cycle=H: the run issued N days before) | asof=ISO (what was known then). Rows carry fetched_at and origin (bf:* = backfilled). TSV by default.

NameTypeReqDescription
asofstring–newest run fetched by this UTC time (no look-ahead)
cycleinteger–with lead: only runs at H UTC
elsstring–kind=nbm: elements, comma list (TXN,XND,P12,Q12,TMP)
formatstring–tsv (default) | json
fromstringyesfirst target date YYYY-MM-DD
kindstring–daily (default) | nbm | obs
leadinteger–the run issued N UTC days before each date
placestring–slug, name or ICAO (kind=daily; nbm/obs: its station)
prodstring–kind=nbm: nbe (default) | nbs
productstring–kind=obs
runstring–one run, YYYY-MM-DDTHH:MMZ
sourcestring–kind=daily: source ids, comma list (e.g. nbm,gfs,ifs)
stnstring–ICAO (kind=nbm, obs)
tostring–last target date (default from)
viewstring–kind=nbm: raw (default) | day

No output schema declared.

No examples provided.

markets ~206

Weather markets in a place (Kalshi, Polymarket high/low/rain): settlement station and rule, the number so far under that rule, our value and the official result once settled, forecast daily max/min at the station. No prices. Needs place or family. line ≈526 tok, table ≈1,757; every city ≈36,291. With neither: the list of market cities.

NameTypeReqDescription
creditsstring––
datestring–today | tomorrow | yesterday | YYYY-MM-DD, each place's local date (default today)
familystring–high | low | rain | all (default all); alone: every market city
formatstring–line md, table tsv
place––Slug, name, 'City, ST' or ICAO; an array for up to 10 places
sizestring–line (default with place) | table (default without)

No output schema declared.

No examples provided.

places ~46

Find a place slug by name, City, ST, airport code or lat,lon; says full blend or grid only.

NameTypeReqDescription
limitinteger––
qstringyes–

No output schema declared.

No examples provided.

receipts ~61

How often our settle value matched the venue's result, with every miss. No prices.

NameTypeReqDescription
daysinteger–last N days (30)
familystring––
formatstring–default tsv
venuestring––

No output schema declared.

No examples provided.

search ~50

Search places by name, City, ST, airport code or lat,lon. Returns {results: [{id, title, url, text}]}; pass an id to fetch.

NameTypeReqDescription
querystringyes–

No output schema declared.

No examples provided.

sources ~22

Open sources groundhog uses: licence, latest run, age, status.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

Install

How do I install the groundhog.markets MCP server?

groundhog.markets is a hosted endpoint at https://groundhog.markets/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 · groundhog.markets

# add to Claude Code
claude mcp add --transport http markets-groundhog-weather 'https://groundhog.markets/mcp'
Common questions

What is the groundhog.markets MCP server?

groundhog.markets is an MCP server listed in the public MCP registry as markets.groundhog/weather. groundhog.markets: free weather forecasts in one call, plus Kalshi and Polymarket market rules. This page covers its hosted endpoint (https://groundhog.markets/mcp).

Is the groundhog.markets MCP server safe to use?

groundhog.markets scores 73 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 groundhog.markets MCP server expose?

groundhog.markets exposes 8 tools: forecast, places, sources, markets, receipts, and 3 more. Their descriptions and schemas cost roughly 1,315 tokens of context every time the server is loaded.

Does the groundhog.markets MCP server require authentication?

No. We connected to groundhog.markets without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the groundhog.markets MCP server still maintained?

groundhog.markets 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.