Strategies52 shown
What people are actually building - extracted from repo code, scored on how concrete the implementation is.
| Strategy | Category | Score | Found |
|---|---|---|---|
| Polymarket Random Forest Calibration Model Systematic trading pipeline using Random Forest probability calibration for finding undervalued Polymarket positions. | statistical | 8 | Aug 22, 2026 |
| Intelligent Weather Quant Analysis Bot Quantitative weather prediction model for Polymarket temperature markets using historical climate data and machine learning. | statistical | 8 | Jun 25, 2026 |
| ML Ensemble BTC 15-Min Markets A sophisticated TypeScript bot that uses an ML ensemble (XGBoost + LightGBM) to trade BTC 15-minute binary prediction markets. | statistical | 8 | Sep 4, 2026 |
| BTC Up/Down 5min ML Ensemble Uses an ML ensemble of LGBM, XGB, and LSTM models to predict BTC price direction every 5 minutes and trades on Polymarket. | statistical | 8 | Jun 29, 2026 |
| Autonomous AI Edge-Finding Agent An autonomous AI agent that finds statistical edges in prediction markets, manages risk with deterministic Kelly, and learns from settled trades | statistical | 8 | Jul 4, 2026 |
| ML Calibration and Predictive Edge Trading Uses a Random Forest model to estimate true probabilities of event outcomes and trades when Polymarket prices deviate from model predictions. | statistical | 8 | Jun 16, 2026 |
| BTC 5m/15m/1h Stacked Ensemble XGBoost LightGBM Trades BTC Up/Down markets using a stacked XGBoost and LightGBM ensemble to identify edge-based arbitrage across multiple timeframes. | statistical | 7 | Sep 3, 2026 |
| Weather Temperature NO-Side Betting Automatically bets the NO side of overpriced Polymarket temperature prediction markets using live weather observations and Gaussian probability model. | statistical | 7 | Jun 19, 2026 |
| AI Ensemble BTC Up/Down 5-Minute Bot A machine learning ensemble bot using LGBM, XGBoost, and LSTM models to predict BTC price direction in 5-minute Polymarket markets. | statistical | 7 | Aug 23, 2026 |
| AI Ensemble BTC Up/Down Bot ML ensemble bot (LGBM+XGB+LSTM) for BTC Up/Down 5min markets on Polymarket. | statistical | 7 | Aug 15, 2026 |
| Machine Learning Calibration Edge (Random Forest) Use a Random Forest model to identify mispriced prediction market probabilities relative to historical and fundamental data. | statistical | 7 | Jun 16, 2026 |
| ML Ensemble 5-Minute BTC Prediction Multi-model machine learning ensemble predicting outcomes of Polymarket BTC Up/Down 5-minute markets. | statistical | 7 | Aug 29, 2026 |
| PolymarketBayesianCandlestickKelly Combines Bayesian probability updates with candlestick pattern recognition and Kelly sizing to trade Polymarket events across all categories. | statistical | 6 | Sep 15, 2026 |
| Random Forest Calibration Model with Systematic Backtesting Pipeline Train a Random Forest classifier to predict Polymarket market outcomes, calibrate its probability outputs against historical resolution data, and use the calibrated edge to drive automated paper trading. | statistical | 6 | Jun 20, 2026 |
| Weather Market NO-Side Fade (METAR + Gaussian Model) Bet the NO side of overpriced Polymarket temperature markets by comparing live METAR observations and Open-Meteo forecasts against implied probabilities using a Gaussian probability model. | statistical | 6 | Jun 27, 2026 |
| World Cup Elo/Dixon-Coles Closing Line Value (CLV) Advisor Generate fair-value World Cup match probabilities using Elo ratings and Dixon-Coles model adjusted for team form, then measure Closing Line Value to validate and improve model calibration. | statistical | 6 | Jun 27, 2026 |
| A-S and OFI-Based Arbitrage Exploits arbitrage opportunities on Polymarket using A-S (Aminud-Sarkar) and OFI (Order Flow Imbalance) strategies. | statistical | 6 | Jun 19, 2026 |
| Systematic Random Forest Calibration Trading Uses a Random Forest model to calibrate market probabilities and identify mispriced outcomes on Polymarket for automated trading. | statistical | 6 | Jun 20, 2026 |
| Systematic ML Calibration (Random Forest) Trade based on Random Forest model predictions of market movement, calibrated with backtesting and automated paper trading. | statistical | 6 | Jun 22, 2026 |
| Rust Multi-Strategy Trading Engine Rust trading engine for Polymarket with multiple strategy loops, shared risk arbiter, remote alpha, and manual execution API. | statistical | 6 | Jun 26, 2026 |
| Weather NO-Side Betting Strategy Bets the NO side of overpriced Polymarket temperature markets using live METAR observations and Open-Meteo forecasts with a Gaussian probability model. | statistical | 6 | Jun 27, 2026 |
| World Cup Elo/Dixon-Coles Advisor Read-only adviser using Elo ratings and Dixon-Coles model for World Cup match outcomes on Polymarket, with paper trading and scheduled reports. | statistical | 6 | Jun 27, 2026 |
| Random Forest Calibrated Pipeline Systematic trading pipeline using Random Forest calibration model with backtesting framework | statistical | 6 | Jul 16, 2026 |
| Random Forest Calibration Strategy Systematic trading pipeline using Random Forest models to calibrate probabilities and detect mispricing on Polymarket. | statistical | 6 | Jul 22, 2026 |
| BTC Multi-Timeframe Stacked Ensemble Arbitrage Trades BTC 5m/15m/1h Up/Down markets using a stacked XGBoost + LightGBM ensemble to detect price dislocations across timeframes. | statistical | 6 | Aug 28, 2026 |
| Event-Delta Statistical Arbitrage Exploits short-term mispricing between Polymarket probabilities and traditional prediction market equilibrium after unexpected news breaks, based on slow bot response times. | statistical | 6 | Aug 8, 2026 |
| Polymarket Post Count Market Bot Trade Polymarket 'number of posts' markets (Elon, Trump) by tracking live post cadence via xtracker.polymarket.com and comparing against the market's implied pace. | statistical | 6 | Sep 12, 2026 |
| Random Forest Probability Calibration for Systematic Edge Use a Random Forest model to produce calibrated probability estimates for Polymarket outcomes and trade when the model's estimate diverges significantly from market-implied prices. | statistical | 6 | Jun 19, 2026 |
| Post Count Prediction Bot Trading bot for Polymarket post-counting markets (Elon, Trump, etc.) using xtracker.polymarket.com data. | statistical | 5 | Aug 31, 2026 |
| Weather Market NO-Side Overpricing Arbitrage Bet the NO side of Polymarket temperature markets identified as overpriced by comparing market-implied probabilities against live METAR observations and Open-Meteo forecasts using a Gaussian probability model. | statistical | 5 | Jun 21, 2026 |
| ML Ensemble BTC 5-min Bot ML ensemble bot (LGBM+XGB+LSTM) for BTC Up/Down 5min markets on Polymarket with auto-training via GitHub Actions | statistical | 5 | Sep 1, 2026 |
| Bot Cap Count Divergence Fade Fade overreactions in markets where the reported bot count (8) diverges from actual on-chain bot wallet activity, exploiting misevaluations. | statistical | 5 | Aug 15, 2026 |
| Insider Intelligence Bot An unknown strategy bot, likely focused on collecting signals and intelligence from Polymarket data. | statistical | 5 | Aug 15, 2026 |
| Polymarket Edge Model Systematic pipeline with Random Forest calibration, backtesting, and automated paper trading. | statistical | 5 | Sep 5, 2026 |
| Random Forest Probability Calibration Model Edge sourced from systematic miscalibration of Polymarket prices, identified via a Random Forest model trained and backtested out-of-sample. | statistical | 5 | Jun 23, 2026 |
| Random Forest Probability Calibration Model for Systematic Polymarket Trading Use a machine-learning calibration model to identify Polymarket contracts where market-implied probabilities deviate from model-estimated true probabilities, then trade the mispricing. | statistical | 5 | Jun 22, 2026 |
| Multi-Agent AI Trading Bot for Polymarket Multi-agent AI trading bot leveraging multiple ML agents for Polymarket prediction market decisions | statistical | 5 | Jul 10, 2026 |
| Random Forest Probability Calibration for Prediction Markets Uses a calibrated Random Forest model to identify mispriced probabilities in Polymarket markets, trading when model output diverges from market price. | statistical | 5 | Jul 2, 2026 |
| Crypto Price Threshold Distance-to-Trigger Screening Screen Polymarket crypto markets by computing distance-to-trigger versus live price feeds and assign resolution-confidence scores to identify mispriced binary outcomes. | statistical | 5 | Jul 3, 2026 |
| NO-Side Price Reversion on Climatic Extremes Fades the overreaction of markets to short-term forecast spikes by buying NO contracts when extreme weather predictions are likely to be revised down. | statistical | 5 | Aug 7, 2026 |
| Polymarket vs. Sportsbook Odds Discrepancy — Sports Market Mispricing Exploit systematic mispricings between Polymarket sports markets and real sportsbook odds from ESPN, with a claimed 10–17% edge on NHL markets and a reported 100% win rate on signals exceeding 5% edge. | statistical | 5 | Jun 21, 2026 |
| Alpha Signal Gap Trading on Polymarket Trade statistical arbitrage opportunities when alpha signals drop to zero, indicating mispricing. | statistical | 4 | Jul 13, 2026 |
| Polymarket Scalping Strategy (Short-Duration High-Frequency Trading) Apply high-frequency scalping techniques to Polymarket prediction markets, capturing small, repeated price oscillations in liquid markets using a systematic dashboard-driven approach. | statistical | 4 | Jun 24, 2026 |
| Claude AI Polymarket Bot A Python bot leveraging Claude AI to make trading decisions on Polymarket. | statistical | 4 | Aug 24, 2026 |
| Post Count Market Bot Trading bot for post-counting markets on Polymarket (Elon, Trump etc) using xtracker.polymarket.com data source | statistical | 4 | Sep 2, 2026 |
| Desktop Trading Bot (Mean Reversion) Mean reversion / rubber band strategy for daily BTC Up/Down markets on Polymarket | statistical | 4 | Jul 11, 2026 |
| Post Count Trading Bot Bots trading prediction markets based on post counts (Elon, Trump, etc.) using xtracker.polymarket.com data. | statistical | 3 | Aug 26, 2026 |
| Polymarket Quant Bot A Python trading bot with a quantitative focus, but no description provided. | statistical | 3 | Sep 4, 2026 |
| Polymarket AI Trading Bot (Gemini 3.6 Flash Engine) AI-powered trading bot using Gemini 3.6 Flash Engine and Cloudflare Switch for prediction market decisions on Polymarket. | statistical | 3 | Jul 28, 2026 |
| Polymarket Quant Multifactor Bot A quantitative bot framework that combines multiple pricing signals into an automated trading strategy. | statistical | 3 | Aug 7, 2026 |
| Post Count Market Trading Bot Trading bot for Polymarket post-count markets (Elon, Trump, etc.) using xtracker.polymarket.com data | statistical | 3 | Sep 1, 2026 |
| polymarket-quant-bot A general-purpose quantitative trading bot for Polymarket, likely using statistical models and backtesting to find market inefficiencies. | statistical | 1 | Aug 20, 2026 |