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The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

44,737real tools
29,284callable over HTTPS
19,924measured
6,554proven reliable
Geocoding & Weather Reliable (measured) · 100% over 16 checks

Geocoding, weather forecasts, and timezone lookups

MCP endpoint : https://geo.memoryapi.org/mcp · measurements and details
SnowSure — Snow & Ski Reliable (measured) · 100% over 43 checks Partly does the job · 33/42

Live ski snow, multi-model forecasts, powder rankings & a grounded Answer Engine for 500+ resorts.

MCP endpoint : https://www.snowsure.ai/mcp · website · measurements and details
EM Snow Being measured · 100% over 2 checks Real task being tested · 2/2

Ski resort conditions, forecasts, avalanche danger, sun, routes and snow history for 5,000+ resorts.

MCP endpoint : https://snow.extreme-media.co.uk/mcp · website · measurements and details
SnowData — Live Snow Reliable (measured) · 100% over 43 checks Does the job (tested) · 38/42

Live verified resort snow, forecasts, powder search, trip planning & grounded Q&A for 430+ resorts.

MCP endpoint : https://mcp.snowdata.ai · website · measurements and details
Powder to the People Snow Reports Reliable (measured) · 100% over 5 checks Does the job (tested) · 5/5

Free snow reports, forecasts and season history for ~400 US and Canada ski resorts, with citations.

MCP endpoint : https://powdertothepeople.org/api/mcp · website · measurements and details
Weather Forecast MCP Being measured · 0% over 2 checks

MCP server for current weather and multi-day forecasts worldwide, Chinese city names and output.

MCP endpoint : https://mcp.pianam.cn/weather-mcp/mcp · website · measurements and details
Estiaje Private (key required)

Business-process monitoring and grouped errors in your AI: money at risk, deploys, order journeys.

MCP endpoint : https://estiaje.mx/mcp · website · measurements and details
World Weather Online Being measured · 0% over 1 checks

Global weather API: forecasts, historical data, marine, ski, astronomy and timezone.

MCP endpoint : https://mcp.worldweatheronline.com/mcp · website · measurements and details
Weather & Geo Intel MCP Reliable (measured) · 100% over 44 checks Does the job (tested) · 41/43

US weather & geo for AI agents: forecasts, alerts, earthquakes, elevation, geocoding. No keys.

MCP endpoint : https://weather.datakoot.com/mcp · website · measurements and details
Weather Hint Reliable (measured) · 100% over 6 checks

Current temperature for a city via Open-Meteo. Query discarded after the call.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/weather-hint/mcp · website · measurements and details
Weather & Climate Intelligence MCP Being measured · 0% over 1 checks

Weather data, forecast API, climate data, historical weather, alerts, agricultural & travel weather.

MCP endpoint : https://weather-intel-mcp-production.up.railway.app/mcp · website · measurements and details
Japan Weather Forecast Archive (JMA, as issued) Flaky · 86% over 7 checks Does the job (tested) · 6/6

What did Japan's weather agency forecast, as issued at a past time? Archive of JMA bulletins.

MCP endpoint : https://jp-forecast-archive-production.mk-career-planning.workers.dev/mcp · website · measurements and details
Vertical Weather Being measured · 0% over 1 checks

Wind, temperature, pressure, humidity and air density at chosen heights, from NOAA GFS.

MCP endpoint : https://api.verticalweather.com/mcp · website · measurements and details
Japan Weather & Alerts Being measured · 0% over 2 checks

Japan weather forecasts and disaster alerts from JMA: forecasts, warnings, and earthquake info.

MCP endpoint : https://tenki-mcp.easakura.workers.dev/mcp · measurements and details
Windshield Weather Being measured · 50% over 2 checks

Weather forecasts along driving routes and highways.

MCP endpoint : https://mcp.windshieldweather.com/mcp · website · measurements and details
PeakCam Snow Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Live snow reports, SNOTEL measurements, webcams and powder rankings for 150 ski resorts.

MCP endpoint : https://www.peakcam.io/api/mcp · website · measurements and details
Japan Weather & Alerts Being measured · 0% over 1 checks

Japan weather forecasts and disaster alerts from JMA: forecasts, warnings, and earthquake info.

MCP endpoint : https://tenki-mcp.plus-synergy.workers.dev/mcp · measurements and details
Smarter Weather Being measured · 100% over 2 checks Real task being tested · 0/2

Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.

MCP endpoint : https://mcp.smarterweather.com · website · measurements and details
Meltema Weather Being measured · 0% over 2 checks

Multi-model weather forecasts: point series, model scoreboard, and gridded fields. No auth.

MCP endpoint : https://meltema.com/mcp · website · measurements and details
Weather API Being measured · 0% over 1 checks

Current weather and 7-day forecast for any location. OpenMeteo-powered. x402 micropayment.

MCP endpoint : https://weather-api.api.klymax402.com/mcp · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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