Trade Hunter: Probability and Signal Analysis
LIVE SIGNAL MONITOR

Trade Hunter
Real-Time Kalshi Intelligence

// own it forever · no subscription · no cloud · source included
$49.99
one-time purchase
own it forever, no subscription ever
your data, your detector, your code
Coming Soon
The core pitch

What makes Trade Hunter different from just using Kalshi directly?

Kalshi shows you markets and allows trading. Trade Hunter analyzes those markets in real time: surfacing unusual volume and price activity, running an AI analyst on every spike to separate signal from noise, and using a second AI layer to improve its own detection thresholds over time. That's intelligence you can't get from Kalshi alone, and that you can't get from any other tool without a recurring subscription.

How it works

Two AI layers. One self-improving detector.

LAYER 01 / PER-SIGNAL ANALYST

Every spike gets a read

When unusual activity fires, an AI analyst reviews the price level, volume delta vs baseline, trade-side mix, and recent flow, then returns a label, direction, and plain-English rationale.

signal noise uncertain
LAYER 02 / TUNING ADVISOR

Gets smarter over time

A second pass looks across your accumulated analyst-labeled signals, spots recurring false-positive patterns, and suggests concrete threshold changes. Apply them directly from the dashboard.

detector improves with your data
spike fires
analyst labels it
advisor spots pattern
you apply tweak
better signals
vs. hosted tools

Why not just use FORCASTR?

Trade Hunter: $49.99 once
Data stays on your machine
Fully configurable thresholds
AI tunes your detector
One-time purchase, own it forever
Full source code included
Discord routing by topic
Custom ingest API
Whale trade flagging
Hosted SaaS: subscription forever
Your data on their servers
Fixed thresholds
Their model, not yours
Subscription never ends
No source access
Fixed notification channels
No external integrations
Whale tracking
What's included

Everything you need to run it today.

[py]
Full Python source codeClean, documented, extensible. It's yours.
[ui]
Local web dashboardLive signal feed, trade flow, market tape, tuning panel.
[ai]
AI analyst + fallbackClaude Haiku primary, Perplexity Sonar fallback. Bring your own keys.
[wh]
Whale trade flaggingLarge-position trades surfaced automatically.
[dc]
Discord notificationsPer-topic channel routing. Crypto to one channel, elections to another.
[db]
SQLite persistenceData survives restarts. 7-day retention, automatic cleanup.
[sim]
Simulation modeFull dashboard with synthetic data. No credentials needed.
[doc]
User Guide + Signal Interpretation GuideDomain-specific guidance on reading signals by category and price level.
Signal tiers

Transparent scoring. No black box.

Every alert is scored and tiered based on visible rules you can inspect and tune. Score formula: (volume_multiple × 0.75) + (price_score × 1.25)

▸ watch 3.0+

Noticeable activity, worth monitoring. High volume in this tier, so check context before acting.

▸ notable 4.0+

Significant move with multiple confirming factors. Worth pairing with a trade-side mix check.

▸ high conviction flow 6.0+

All three gates clear: score, price, and volume. The tier that matters most.

Quick start

Running in under 2 minutes.

$ py -m app
dashboard live at http://127.0.0.1:8765
simulation mode active, no credentials needed
signals firing, analyst reading, tuning advisor watching

Add your Kalshi API key and market tickers to .env when ready for live data. The User Guide covers every configuration option.

FAQ

Questions worth answering up front.

Does it place trades?
No. Trade Hunter is informational only. It surfaces signals for your review. You decide what to do with them on Kalshi.
Does the AI actually get better over time?
Yes, in a specific and honest way. The underlying LLM doesn't retrain. What improves is your detector: the tuning advisor accumulates your signal history, spots recurring false-positive patterns, and suggests threshold changes you can apply with one click. It compounds. The longer you run it against your real markets, the sharper it gets.
What AI providers does it use?
Claude Haiku (Anthropic) as the primary analyst, Perplexity Sonar as automatic fallback. You supply your own API keys. Trade Hunter still works without them: the detector runs, you just don't get AI reads on signals.
Who is this for?
Kalshi traders who want monitoring edge without giving data to a third party. Developers who want a customizable foundation for signal detection and alerting. Technical users comfortable with Python and a .env file.
Refund policy?
14-day refund if the product is materially not as described. No refunds for setup difficulty on custom environments or change of mind.
Trade Hunter is informational only. It does not place trades. Not financial advice.
tradehunter.site
© 2026 Lisa Fremlin Weiss. All rights reserved.