Automated Kalshi weather trading bot dashboard

Stop Guessing. Trade the Weather with Hard Data.

Two automated bots for Kalshi prediction markets. The weather bot reads up to 164 independent forecasts before it risks a single contract. The inflation bot runs five signal sources across CPI and PCE. Full Python source, a visual dashboard, no subscriptions, no paid APIs.

Built and run daily on real money by a senior data engineer.

POWERED BY INSTITUTIONAL GRADE TECHNOLOGY

THE ENGINE

Mathematical Edge.

When 164 independent forecast simulations disagree, the bot stays out. When they converge, the bot executes. No emotion, just probability. Two bots. One for weather, one for inflation. Both powered by the same principle.

  • 24/7 Automated Execution
  • 164-Member Grand Ensemble (GFS + AIGEFS + ECMWF + AIFS)
  • Weather Bot + Inflation Bot Included
  • Full Python Source Code
  • Optional Visual Dashboard
Python trading bot code for Kalshi prediction markets

Bot Monitoring

Live

Weather Bot

MEMBERS
164
SYSTEMS
4

Inflation Bot

SIGNALS
5

Data Sources

  • Cleveland Fed
  • BLS
  • BEA

Capital Deployed

$104.31

View live results →

TRANSPARENCY

Why Sell The Code?

It is the most common question. The answer is simple: prediction market liquidity. Kalshi operates on binary contracts. Other traders executing the same Global Forecast System data models alongside you do not dilute your mathematical edge. We trade the weather, not each other.

This bot trades weather, not stocks. There is no insider information, no alpha decay from sharing. The edge comes from mathematical modeling that most traders cannot build themselves. More users running the same model on Kalshi binary contracts does not move the underlying weather.

THE METHODOLOGY

164 Independent Forecasts.
One Decision.

The weather bot runs every trade through a 164-member grand ensemble combining four independent forecast systems: NOAA GFS (31 members), NOAA AIGEFS (31 members), ECMWF IFS (51 members), and AIFS-ENS. Only when at least 3 of the 4 systems agree does the bot act.

The inflation bot runs five independent signal sources: Cleveland Fed Nowcast, FRED energy signals, BLS CPI subcomponents, BEA PCE data, and a homemade weighted nowcast. When the models disagree with each other by more than 0.15 percentage points, that disagreement is the trade signal.

Learn How It Works →

THE OBJECTION

Why Not Just Use a Free Script?

Free GitHub bots are single scripts that place an order and hope. Predict & Profit is a maintained system.

TRANSPARENCY

Every Trade Is Public. Wins and Losses.

Results update automatically as contracts settle. I show everything, winners and losers, because transparency is how you build trust. The system has been hardened across three releases with stricter filters, broader forecast inputs, and honest fill accounting.

View Live Results →

THE OFFER

Choose Your Edge.

Use code HOME15 at checkout for 15% off.

Most Popular
Predict & Profit full Python source code v2.3 for Kalshi weather and inflation trading

Full Python Bot v2.3

$75

  • Kalshi Weather Bot
  • Inflation Bot
  • Visual Dashboard
  • Full Python source code
  • v2.3 V1-to-V2 API migration
  • Setup and migration tools
  • No license server
  • No phoning home
  • No paid APIs required
Get the Source Code
Predict & Profit ebook cover — algorithmic weather trading for Kalshi

Educational Ebook

$9.99

  • Market theory
  • GFS introduction
  • Manual trading strategies
Get the Ebook

Already bought? v2.3 is included. Download the latest from your Gumroad library.

What changed in v2.3 →

GET IN TOUCH

Contact Us.

Questions about the bot, the data, or licensing? Send us a message and we will respond within one business day.

Response within 24 hours.