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NWS Surface Wind Observations MCP Server

PYPI · WINDS-MCP · SCANNED SEP 20

NWS surface wind observations (ASOS/AWOS) via Weather.gov and Iowa Environmental Mesonet APIs

Available components

+1 this week 57 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security50
  • Malware scan not yet available for this package.Unverified
  • No known CVEs affecting this package version or its production dependencies.Pass
  • Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it. View diagnostics → Pass
  • 0 of 29 dependencies flagged as unhealthy. View diagnostics → Pass
Provenance & Transparency10
Schema Quality & AI Usability64
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1341 tokens (~167/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 Management90
  • Stability observed for 27 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage71
  • 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
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
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 8 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
Install

How do I install the NWS Surface Wind Observations MCP Server server?

NWS Surface Wind Observations MCP Server runs locally as a PyPI package, launched with uvx winds-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · winds-mcp

# add to Claude Code
claude mcp add mansurjisan-winds-mcp -- uvx winds-mcp
// .cursor/mcp.json
{
  "mcpServers": {
    "mansurjisan-winds-mcp": {
      "command": "uvx",
      "args": [
        "winds-mcp"
      ]
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "mansurjisan-winds-mcp": {
      "command": "uvx",
      "args": [
        "winds-mcp"
      ]
    }
  }
}
# add to Codex CLI
codex mcp add mansurjisan-winds-mcp -- uvx winds-mcp
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "mansurjisan-winds-mcp": {
      "type": "local",
      "command": [
        "uvx",
        "winds-mcp"
      ],
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add mansurjisan-winds-mcp --command uvx --arg winds-mcp
# ~/.hermes/config.yaml
mcp_servers:
  mansurjisan-winds-mcp:
    command: "uvx"
    args: ["winds-mcp"]
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "mansurjisan-winds-mcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "winds-mcp"
      ]
    }
  }
}
# add to Vellum
assistant mcp add mansurjisan-winds-mcp -t stdio -c uvx -a winds-mcp
// mcp.json
{
  "mcpServers": {
    "mansurjisan-winds-mcp": {
      "command": "uvx",
      "args": [
        "winds-mcp"
      ]
    }
  }
}
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.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 87 to 90. That category is still filling its 30-day observation window: 26 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 −2
    • Stability: pass → 0.83 functional
  • 17 Sept 26 −15
    • Malware scan: pass → unverified security
    • Stability: 0.97 → pass security
  • 16 Sept 26 +16
    • Malware scan: unverified → pass security
  • 14 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 87 to 90. That category is still filling its 30-day observation window: 26 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.

  • 12 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 80 to 83. That category is still filling its 30-day observation window: 24 days of observed history at the previous scan, 25 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 −3
    • Stability: pass → 0.80 functional
  • 10 Sept 26 0
    • Stability: 0.97 → pass security
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 Sept 2026 · Analysed pypi/winds-mcp@0.1.2

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem pypi

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend allowlisted hatchling.build

Background: Why install scripts are a supply-chain risk →

Dependencies 29 packages
Packages resolved 29
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 8 exposed · ~1,341 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
winds_compare_stations ~110

Compare latest wind observations across multiple stations. Args: station_ids: List of ICAO station IDs to compare (max 10, e.g., ['KJFK', 'KLGA', 'KEWR']). units: Unit system — 'metric' or 'english' (default: metric). response_format: Output format — 'markdown' (default) or 'json'.

NameTypeReqDescription
response_formatstring
station_idsarrayyes
units
NameTypeReqDescription
resultstringyes

No examples provided.

winds_find_nearest_stations ~154

Find NWS stations nearest to a geographic coordinate. Args: latitude: Latitude in decimal degrees (e.g., 40.7). longitude: Longitude in decimal degrees (e.g., -74.0). limit: Maximum number of stations to return (default 5). NWS returns all stations near the point untrimmed; this caps both the markdown list and the JSON response (which flags truncation if more were available). response_format: Output format — 'markdown' (default) or 'json'.

NameTypeReqDescription
latitudenumberyes
limitinteger
longitudenumberyes
response_formatstring
NameTypeReqDescription
resultstringyes

No examples provided.

winds_get_daily_summary ~232

Get daily wind statistics summary from IEM ASOS archive. Computes daily max/mean wind speed, max gust, and prevailing direction. Args: station_id: Station identifier — ICAO (e.g., 'KJFK') or FAA (e.g., 'JFK'). start_date: Start date in YYYY-MM-DD format. end_date: End date in YYYY-MM-DD format. units: Unit system — 'metric' or 'english' (default: metric). response_format: Output format — 'markdown' (default) or 'json'. max_records: Cap on JSON days returned (default 2000; a 366-day request produces at most ~366 daily summaries, so this rarely triggers). Days are oldest-first, so the most recent max_records are kept and the JSON flags any truncation.

NameTypeReqDescription
end_datestringyes
max_recordsinteger
response_formatstring
start_datestringyes
station_idstringyes
units
NameTypeReqDescription
resultstringyes

No examples provided.

winds_get_history ~267

Get historical ASOS wind data from the Iowa Environmental Mesonet archive. Provides access to historical surface observations dating back to ~2000. Uses 3-char FAA codes internally; K-prefix (ICAO) is stripped automatically. Args: station_id: Station identifier — ICAO (e.g., 'KJFK') or FAA (e.g., 'JFK'). start_date: Start date in YYYY-MM-DD format. end_date: End date in YYYY-MM-DD format. units: Unit system — 'metric' or 'english' (default: metric). response_format: Output format — 'markdown' (default) or 'json'. max_records: Cap on JSON records returned (default 2000). The IEM archive returns rows oldest-first, so the most recent max_records are kept and the JSON flags any truncation. (A date range up to 366 days can be tens of thousands of 5-minute rows. Markdown is capped to the most recent 200 rows regardless.)

NameTypeReqDescription
end_datestringyes
max_recordsinteger
response_formatstring
start_datestringyes
station_idstringyes
units
NameTypeReqDescription
resultstringyes

No examples provided.

winds_get_latest_observation ~133

Get the most recent surface observation at a station. Returns wind speed, direction, gust, temperature, pressure, and visibility. Args: station_id: ICAO station identifier (e.g., 'KJFK', 'KORD'). units: Unit system — 'metric' (m/s, °C, hPa) or 'english' (kt, °F, inHg). Default: metric. response_format: Output format — 'markdown' (default) or 'json'.

NameTypeReqDescription
response_formatstring
station_idstringyes
units
NameTypeReqDescription
resultstringyes

No examples provided.

winds_get_observations ~189

Get recent surface observations over a time window. Args: station_id: ICAO station identifier (e.g., 'KJFK'). hours: Number of hours of observations to retrieve (default 24, max 168). units: Unit system — 'metric' or 'english' (default: metric). response_format: Output format — 'markdown' (default) or 'json'. max_records: Cap on JSON records returned (default 2000). NWS returns observations newest-first, so the most recent max_records are kept and the JSON flags any truncation. (Markdown is capped to the most recent 200 rows regardless of this setting.)

NameTypeReqDescription
hoursinteger
max_recordsinteger
response_formatstring
station_idstringyes
units
NameTypeReqDescription
resultstringyes

No examples provided.

winds_get_station ~79

Get detailed metadata for a specific NWS station. Args: station_id: ICAO station identifier (e.g., 'KJFK', 'KORD', 'KLAX'). response_format: Output format — 'markdown' (default) or 'json'.

NameTypeReqDescription
response_formatstring
station_idstringyes
NameTypeReqDescription
resultstringyes

No examples provided.

winds_list_stations ~177

List NWS weather stations by US state. Returns ASOS, AWOS, and other NWS-affiliated surface observation stations. Station IDs are ICAO codes (e.g., KJFK, KORD, KLAX). Args: state: US state 2-letter code (e.g., 'NY', 'FL', 'CA'). limit: Maximum number of stations to return (default 50). Also caps the JSON response — the NWS API itself never returns more than this many, so JSON truncation only fires if `limit` is raised beyond what a single request should return. response_format: Output format — 'markdown' (default) or 'json'.

NameTypeReqDescription
limitinteger
response_formatstring
statestringyes
NameTypeReqDescription
resultstringyes

No examples provided.

Common questions

What is the NWS Surface Wind Observations MCP Server server?

NWS Surface Wind Observations MCP Server is listed in the public MCP registry as io.github.mansurjisan/winds-mcp. NWS surface wind observations (ASOS/AWOS) via Weather.gov and Iowa Environmental Mesonet APIs. This page covers its PyPI package (winds-mcp).

Is the NWS Surface Wind Observations MCP Server server safe to use?

NWS Surface Wind Observations MCP Server scores 57 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. 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 NWS Surface Wind Observations MCP Server server expose?

NWS Surface Wind Observations MCP Server exposes 8 tools: winds_get_latest_observation, winds_get_observations, winds_get_history, winds_get_daily_summary, winds_compare_stations, and 3 more. Their descriptions and schemas cost roughly 1,341 tokens of context every time the server is loaded.

Is the NWS Surface Wind Observations MCP Server server still maintained?

NWS Surface Wind Observations MCP Server is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.