PredictionToolkit
Official machine-readable U.S. forecasts, observations and alerts, with documented access and operational guidance.
- Access API
Find your toolkit
Weather research and data for prediction markets
Choose weather evidence for the location, period and question you are investigating. Compare actual observations and analytical inputs rather than a venue’s weather-market filter.
How to choose weather research
Separate the model from the observation
A forecast and a measured condition serve different research purposes. Read what the source supplies and connect it to the contract’s wording before interpreting a value.
Inspect the source
- Check the relevant coverage.
- Read update timing.
- Follow the observation or model to its evidence.
- Confirm that the information addresses the exact contract.
10 tools · 1–10 shown
An external weather API for comparing models and reconstructing forecasts available at a historical decision.
- Access API
Weather-contract research organized by observation station, market date and settlement references.
- Access Web
Compare station readings, forecast models and daily warming patterns in a weather-research terminal with a Telegram entry point.
- Access Web · Telegram
Stream airport reports and station-level model signals for weather research without building a GRIB parsing pipeline.
- Access API
Weather-market research combining station observations, forecast-model comparisons, bias tools, alerts and tiered APIs.
- Access Web · API
Research specialized Polymarket agents and copying through web and Telegram, with clearly labeled paper records.
- Access Web · Telegram
Weather-model research and free daily temperature-market signals for Kalshi.
- Access Web · Email
An open-source temperature-research interface with station comparisons, forecast freshness and clearly synthetic demo data.
A Windows temperature-market scanner and bot with station mapping, exposure caps and configured volatility/drawdown stops.
- Trading mode Live automation
- Access Windows