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Dev.to
7/6/2026
I got tired of watching 40 Kalshi tabs, so I built a self-hosted signal monitor

I got tired of watching 40 Kalshi tabs, so I built a self-hosted signal monitor

Short summary

A developer built Trade Hunter, a self-hosted signal monitor for Kalshi prediction markets. It watches live WebSocket feeds, detects unusual price moves using spike detection, and uses Claude/ChatGPT/Gemini to classify signals as actionable or noise in real-time. Alerts route to Discord, and a tuning advisor suggests threshold adjustments based on your false-positive patterns.

  • •Developer built Trade Hunter to monitor Kalshi prediction markets and surface unusual moves via AI-powered signal analysis
  • •Tool combines spike detection + AI classification (Claude/ChatGPT/Gemini) + Discord routing + automatic threshold tuning
  • •Self-hosted, open-source, data-private alternative to existing SaaS Kalshi monitors

Generated with AI, which can make mistakes.

#ai-tools#open-source
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