{"repo":"iceleen/Polymarket-BTC-5m-15m-1h-AI-Model-Trading-Bot-LightGBM-XGBoost-Prediction-Market-CLOB-Crypto-Bot","free":true,"listed":false,"github":"https://github.com/iceleen/Polymarket-BTC-5m-15m-1h-AI-Model-Trading-Bot-LightGBM-XGBoost-Prediction-Market-CLOB-Crypto-Bot","clone":"git clone https://github.com/iceleen/Polymarket-BTC-5m-15m-1h-AI-Model-Trading-Bot-LightGBM-XGBoost-Prediction-Market-CLOB-Crypto-Bot.git","description":"polymarket AI model trading bot — LightGBM/XGBoost BTC 5m/15m/1h Up/Down bot with CLOB execution, calibrated probabilities, walk-forward backtest, paper & live modes.","language":"Python","stars":14,"topics":["algorithmic-trading","bitcoin","clob","lightgbm","polygon","polymarket","polymarket-ai-bot","polymarket-ai-trading-bot","polymarket-algo-trading","polymarket-automated-trading"],"license":"MIT","category":"trading","readme_excerpt":"Polymarket BTC 5m 15m 1h AI Model Trading Bot LightGBM XGBoost Prediction Market Automated Trading Bot CLOB Arbitrage Crypto Bot Production-oriented open-source polymarket AI trading bot for Polymarket BTC Up/Down binary markets on 5-minute, 15-minute, and 1-hour timeframes. Estimates calibrated P(UP) with LightGBM/XGBoost, compares fair probability to live Polymarket odds, and executes on the CLOB only when expected edge exceeds fees, spread, and slippage. --- Why This Project Exists I built this polymarket trading bot to solve a specific problem: Polymarket BTC Up/Down markets move fast, and raw market mid is not always fair odds. This polymarket AI model trading bot combines causal microstructure features, gradient-boosted classifiers, and mandatory risk controls into a single pipeline you can run in paper mode or live mode . I have achieved decent results with this approach — positive edge after costs on walk-forward backtests and paper sessions — but I want more profit and I am actively improving the model, execution, and calibration layers. I would love to discuss this project with you : strategy ideas, feature engineering, CLOB execution, or live-trading collaboration. Open an issue, start a discussion, or reach out if you are building a polymarket prediction market bot too. --- Performance Dashboards Example dashboards from the built-in monitoring pipeline (walk-forward backtest + paper session analytics): Cumulative PnL & Win Rate Edge Analysis — Model vs Market Mode","default_branch":null,"files":null,"tree":[],"storefront":"/r/iceleen","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/iceleen/Polymarket-BTC-5m-15m-1h-AI-Model-Trading-Bot-LightGBM-XGBoost-Prediction-Market-CLOB-Crypto-Bot/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}