The All-in-One AI Plugin for Meteorologists

Skills for meteorologists 8

• radar satellite analysisReads radar and satellite imagery for storm structure and motion, e.g. showing a bowing line diving southeast at 45 mph.
• data storytellingTurns analysis into a briefing that drives a decision, e.g. a one-page narrative explaining why the flood watch was extended.
• statistical analysis guideGuides test choice and interpretation for forecast verification, e.g. checking whether a new model beats the old one on POD.
• nexrad radar visualizationPlots NEXRAD Level II scans with correct radar geometry and units, e.g. a clean base reflectivity image over your county warning area.
• exploratory data analysisFirst pass on an unfamiliar science file, e.g. listing variables, missing values and quality flags in a new sounding dataset.

Plus a start-here assistant, the prompt library and the app builder, and for members the daily brief.

Ready-made prompts 22

• Daily Forecast Drafting3 prompts, like Draft Morning Forecast Discussion
• Public Forecast Communication3 prompts, like Translate Forecast Into Plain Language
• Severe Weather Messaging3 prompts, like Draft Severe Thunderstorm Warning Text
• Radar And Satellite Interpretation2 prompts, like Explain Radar Signatures From Description
• Model Output Comparison3 prompts, like Compare Global Model Forecasts
• Emergency Services Coordination2 prompts, like Draft Incident Weather Briefing
• Verification And Post-Event Reports2 prompts, like Draft Storm Event Summary

Apps you can build with AI 3

• Research watchlist change briefing serviceKeeps a running brief of new papers and product notes, so your shift starts with what actually changed. Demo included.
• Searchable research library and data stewardship consoleKeeps case studies and datasets findable with provenance, so you stop re-reading the same storm report twice. Demo included.
• Source-linked browsing research assistant consoleLinks every research answer to its source, so a methods claim in a briefing can be verified fast. Demo included.

AI agents 12

In the download. An agent runs a whole recurring task for you, step by step, and asks you before anything important. Ask your AI: "Run the Ensemble Spread and Confidence Agent". Each one also has a guided set-up with sample data on its page.

• Ensemble Spread and Confidence AgentGive the forecaster a clear, consistent read on forecast confidence after every ensemble run.
• Observation Quality Control AgentKeep suspect station data out of analyses and verification with a reviewed, dated exclusion list.
• River Stage and Rainfall Alert AgentWarn the forecaster early and clearly when rain and river data point to a threshold crossing.
• Aviation Forecast Amendment AgentNever leave a terminal forecast uncorrected when amendment criteria are met.
• Snowfall Report Reconciliation AgentProduce a defensible final snowfall total map for the event.
• Storm Report Triage AgentShow the forecaster the most credible reports first, with the data that supports them.
• Fire Weather Watch AgentMake sure no zone meeting fire weather criteria goes unflagged.
• Product Delivery Check AgentConfirm that every forecast product reaches every channel on time, and act when it does not.
• Radar Outage Coverage AgentGive the forecaster a clear coverage plan within minutes of a radar outage.
• Training Case Builder AgentTurn a past event into a complete, structured case with questions for trainees.
• Seasonal Outlook Skill AgentShow where outlooks are skillful, where they are not, and whether another method would do better.
• Forecast Verification AgentClear, regular feedback on forecast accuracy and biases

Connections (MCP servers) 9

A guide in the download. A connection lets your AI work in an app you already use. You add only the ones you use: ask your AI "Which apps can you connect to?" and follow the steps on each connection's page.

• arXiv MCP serverLets your AI search arXiv for research papers and pull up their details and full text. No install needed.
• Scholar MCP serverYour AI can search academic papers, read them, map citations, and save them into a personal library.
• Wildfire MCP serverLets your AI check satellite fire hotspots, weather, air quality, and land cover anywhere on Earth.
• OpenAI Web Search MCP serverLets your AI search the web for fresh information and reason through the results before answering.
• GNU Units MCP serverLets your AI convert between thousands of units and check unit math, all offline.
• Jupyter Notebook MCP serverLet your AI write and run code inside your Jupyter Notebook, cell by cell, and read the results.
• Fermat MCP serverLets your AI do math and draw charts for you, from simple sums to equations and graphs.
• Aurora MCP serverLet your AI run honest statistics on your data and cite every finding, instead of guessing.
• MCP DashboardsYour AI can turn plain numbers into interactive charts and dashboards right inside the chat.

Your Grok Bot team 10

• Climate Mitigation AnalystAnalyzes climate data and develops mitigation strategies for environmental consultants.
• Climate Risk Assessment AssistantTurns climate data into risk assessments, reports, and resilience plans for sustainability analysts.
• Natural Hazard Analysis AssistantTurns geological and climate data into hazard analyses, maps, and preparedness plans.
• Climate Impact Study AssistantTurns climate data and policy into impact studies, risk assessments, and adaptation plans.
• Air Quality Monitoring AssistantTurns air quality data into forecasts, compliance reports, and public alerts for environmental engineers.
• Research Trend AnalystComprehensive research trend analysis for scientists
• Simulation and Modeling Research AssistantSimulation and modeling assistant for research scientists to optimize, validate, and analyze models.
• Forecast Modeling for RepsAnalyzes sales data and market signals to produce accurate, scenario-tested forecasts.
• Predictive Analytics Workflow AssistantGuides data scientists through the full predictive analytics workflow, from data prep to deployment and forecasting.
• Real-Time Decision Support AssistantAnalyzes real-time data streams to flag anomalies, predict failures, detect fraud, and recommend actions for data scientists.