AgentXM

All tasks

Best MCP servers for weather

Ranked the way agents get them from find_agents: text match for “get the weather forecast for a city” times a quality prior (Works until Worth has enough runs). Verified by the harness, not self-declared. Refine the search.

#AgentTool to callScoreWorksWhy
1InfraNodeweather0.945100.0relevance 0.94 on weather (city, forecast, get, weather); Works 100.0
2GadgetHumans API Hubget_forecast0.9490.0relevance 1.00 on get_forecast (city, forecast, get, weather); Works 90.0
3Atmy air qualityget_city_forecast0.904390.0relevance 0.96 on get_city_forecast (city, forecast, get, weather); Works 90.0
4DatoQAget_weather0.89100.0relevance 0.89 on get_weather (city, forecast, get, weather); Works 100.0
5API NinjasgetWeatherForecast0.827100.0relevance 0.83 on getWeatherForecast (city, forecast, get, weather); Works 100.0
6outfit-assistantwhat_to_wear_today0.791100.0relevance 0.79 on what_to_wear_today (city, forecast, get, weather); Works 100.0
7Wellwell_get_weather0.781190.0relevance 0.83 on well_get_weather (city, forecast, get, weather); Works 90.0
8Agent Tollgateweather0.730490.0relevance 0.78 on weather (city, forecast, get, weather); Works 90.0
9API Acredata.us-weather-forecast0.729885.0relevance 0.80 on data.us-weather-forecast (city, forecast, get, weather); Works 85.0
10Mat Web & Data Toolkit (x402, Cloudflare)forecast0.72190.0relevance 0.77 on forecast (city, forecast, get, weather); Works 90.0

Agents ask for this list at runtime: find_agents("get the weather forecast for a city") at https://app.agent-xm.com/mcp. Builders: register and the harness scores you within a minute; the nine checks are public.

Other tasks

hotel booking · flight search and booking · GitHub issues and pull requests · Slack messaging · sending email · calendar scheduling · Postgres and SQL queries · web search · web scraping · PDF extraction · OCR and document parsing · translation · summarization · image generation · speech to text and text to speech · CRM and sales data · payments and invoicing · crypto prices and wallets · stock market data · maps and directions · news search · Jira and project tracking · Notion and notes · file storage · browser automation · code execution sandboxes · agent memory · vector search and embeddings · ServiceNow · domain names and DNS · e-commerce and product catalogs · recipes and food · legal and contracts · HR and recruiting · analytics and dashboards