Top 10 Hottest GitHub Open-Source Quantitative Trading Repos & Docker Backtesting Guide
Curated engineering guide to the world's most battle-tested open-source quantitative trading frameworks on GitHub — covering CloddsBot (119-skill AI prediction terminal), Polymarket Polygon CLOB market-making (`py-clob-client`, `Polymarket/agents`, `polymarket_lp_tool`), Freqtrade + FreqAI ML backtesting, Hummingbot cross-exchange arbitrage, and NautilusTrader tick-level replay.
Top 10 Hottest GitHub Open-Source Quantitative Trading Repositories
100% open-source and self-hosted (MIT / Apache-2.0 / GPLv3). Never hand your private keys or API secrets to black-box third-party bots — deploy everything inside your own isolated Docker VPS.
freqtrade/freqtrade
⭐ View on GitHub →The #1 most-starred open-source crypto trading bot on GitHub. Features FreqAI adaptive machine learning retraining, Hyperopt parameter optimization, lookahead-bias auditing, WebUI dashboard, Telegram control, and native CCXT execution on OKX and Binance.
git clone https://github.com/freqtrade/freqtrade.git && cd freqtrade && docker compose up -d
Polymarket/agents
⭐ View on GitHub →Polymarket's official open-source AI agent framework. Connects Gamma market metadata, live news RAG, and LLM probability calibration (p*Copy) to autonomously execute +EV limit orders on the Polygon CLOB.
git clone https://github.com/Polymarket/agents.git && cd agents && pip install -e .
alsk1992/CloddsBot
⭐ View on GitHub →Self-hosted autonomous AI trading agent built for the Colosseum Hackathon (10.7k+ clones/14d). Packs 119+ skills across Polymarket, Kalshi, Binance, and Hyperliquid — including latency arbitrage, Penny Clipper expiry decay, smart-money whale copy-trading, local LanceDB embeddings, and Docker WebChat/Telegram control.
git clone https://github.com/alsk1992/CloddsBot.git && cd CloddsBot && cp .env.example .env && docker compose up -d
lihanyu81/polymarket_lp_tool
⭐ View on GitHub →Open-source passive liquidity provider toolkit for harvesting Polymarket's Daily USDC Liquidity Rewards. Combines a Python web dashboard (run_web_panel.pyCopy) and a Rust market-making core (rust_mm_botCopy) to dynamically adjust two-sided limit orders within the reward-eligible spread band.
git clone https://github.com/lihanyu81/polymarket_lp_tool.git && cd polymarket_lp_tool && pip install -r requirements.txt
Polymarket/py-clob-client
⭐ View on GitHub →The official Python client for Polymarket's Central Limit Order Book (CLOB). Supports EIP-712 off-chain order signing, gasless batch Maker orders (0% fee), orderbook depth snapshots, and smart-money copy-trading.
pip install py-clob-client python-dotenv web3
hummingbot/hummingbot
⭐ View on GitHub →Institutional-grade open-source market making and cross-exchange arbitrage engine. Ideal for running Avellaneda-Stoikov spread controllers and delta-hedging Polymarket event exposure against OKX and Binance perpetual futures.
git clone https://github.com/hummingbot/hummingbot.git && cd hummingbot && docker compose up -d
nautechsystems/nautilus_trader
⭐ View on GitHub →High-performance algorithmic trading platform with a Rust core and Python strategy layer. Guarantees 100% parity between L2/L3 orderbook tick backtesting and live execution with realistic queue-position simulation.
pip install -U nautilus_trader
vnpy/vnpy
⭐ View on GitHub →Asia's most widely adopted event-driven quantitative trading framework. Ships with CTA backtesting, multi-leg SpreadTrading, OptionMaster volatility pricing, and real-time portfolio risk management.
pip install vnpy vnpy_ctastrategy vnpy_ctabacktester
microsoft/qlib
⭐ View on GitHub →Microsoft Research's AI-oriented quantitative investment platform covering factor engineering (Alpha158/360), PyTorch/LightGBM supervised temporal modeling, and probability calibration.
pip install pyqlib && python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data
jesse-ai/jesse
⭐ View on GitHub →Modern Python crypto quant framework featuring a clean indicator API, built-in Monte Carlo robustness testing, multi-timeframe candles without lookahead leaks, and a sleek web backtest studio.
docker run -it --rm -p 9000:9000 salehmir/jesse:latest
Headline Quant Guides Directory (With Reading Level, Time & Code Stack)
Start from L1 Beginner Essentials and progress to L4 Institutional Tick Backtesting. Every guide includes reading difficulty, estimated reading time, and production-ready code:
Beginner $1,000 Quant Starter Combo Deep-Dive: How Much Can You Earn Monthly Running Polymarket Penny Clipper & LP Bots?
Complete quantitative breakdown for first-time algorithmic traders starting with $1,000 USDC: ranking all 4 Polymarket open-source bot strategies by risk-adjusted edge, modeling 3 realistic monthly profit tiers ($60–$180/mo or 6%–18% monthly ROI) using 5×$200 position splitting, and enforcing the 3 iron survival rules.
Pionex Cloud AI Bots vs. Self-Hosted Polymarket Bots (CloddsBot / Grok Desk): 6 Key Differences & Dual-Engine Allocation Guide
Both are called 'quant trading bots,' yet Pionex's 16 built-in cloud bots and self-hosted open-source Polymarket bots (`CloddsBot`, `polymarket_lp_tool`, `Grok 4-Step Desk`) operate on completely different market mechanics. Pionex harvests crypto volatility and perpetual funding rates with zero code and massive liquidity capacity, while self-hosted Polymarket bots snipe $1.00 deterministic event settlement discounts and Daily LP Rewards with zero correlation to Bitcoin price swings.
Pionex AI Quantitative Trading Complete Guide: 16 Free Built-In Grid Bots, Funding-Rate Arbitrage & Polymarket Delta Hedging
Don't want to maintain a Linux VPS? Master Pionex's 16 free built-in AI trading bots (PionexGPT strategy generator, AI Infinity Grid, Spot-Futures Funding Rate Arbitrage, and 0.05% maker/taker fees) and learn how to pair Pionex BTC/ETH grids with Polymarket event tail-hedges.
CloddsBot & Polymarket LP Bot Complete Guide: Deploy 119-Skill AI Arbitrage, Penny Clipper & Daily Liquidity Rewards Bots
Why pay $5,000+ for black-box bots when the best Polymarket trading engines are MIT open-source on GitHub? Full deployment guide to `alsk1992/CloddsBot` (3.1k⭐, 119+ skills including cross-market arbitrage, Penny Clipper expiry decay, and smart-money copy trading) and `lihanyu81/polymarket_lp_tool` (passive LP market-making for daily USDC rewards).
Grok × Polymarket 4-Step Multi-Agent Trading Desk: SCAN · VERIFY · EXECUTE · EXIT Pipeline That Filters Out 90% of Bad Trades
The best agent on a quantitative trading desk has never placed a trade — its entire job is to say NO. Learn how to replace fragile single-prompt FOMO bots with an institutional 4-Agent Desk (SCAN -> VERIFY -> EXECUTE -> EXIT) for Polymarket CLOB & crypto markets: run free deterministic code filters first, invoke Grok `x_search` only on survivors, size off live cash + pool depth, and enforce 5 pre-written exit rules (`exits.py`) with full `tasks.csv` skip auditing.
Polymarket CLOB Quant Guide: Deploy a 0%-Fee Maker & Whale Copy-Trading Bot with py-clob-client
Complete engineering walkthrough: derive Polygon L2 CLOB credentials, query Gamma condition token IDs, subscribe to whale fills, and place gasless 0%-fee EIP-712 limit orders.
Quant VPS Security, API IP Whitelisting & Hard Drawdown Kill-Switch Engineering Guide
Production security checklist for quant traders: low-latency VPS selection, exchange API IP whitelisting, withdrawal-disabled keys, and automated 5% daily drawdown kill-switches.
AI LLM Probability Calibration + Half-Kelly Sizing: Step-by-Step DeepSeek / OpenAI / Ollama API Integration for +EV Orders
Complete step-by-step guide to connecting DeepSeek, OpenAI GPT-4o, or local Ollama LLMs via Python to parse breaking news into structured Bayesian likelihood ratios and Half-Kelly position sizes.
Freqtrade + FreqAI Docker Tutorial: Connect OKX / Binance, Download Historical Data & Audit Lookahead Bias
Step-by-step guide to deploying Freqtrade via Docker Compose, downloading multi-year OKX and Binance OHLCV data, running realistic fee-adjusted backtests, and running `lookahead-analysis`.
Hummingbot Market Making & Delta-Hedging Guide: Arbitraging Polymarket Odds vs. OKX / Binance Perps
How institutional desks combine Hummingbot V2 market-making controllers on OKX/Binance with Polymarket event contracts to construct delta-neutral macro volatility hedges.
NautilusTrader L2 Orderbook Backtesting Guide: Eliminating Slippage Illusions & Queue-Position Bias
How to run high-fidelity L2 orderbook tick backtests in NautilusTrader with realistic queue-position fills, latency modeling, and Walk-Forward validation.
Poly Day (p.day) — Complete Guide to Prediction Markets, Polymarket Invite Code, Kalshi vs Polymarket & Live CLOB Odds
High-volume Polymarket queries, live CLOB odds, referral code, and regulatory guides
Poly Day (p.day) is the flagship 15-language intelligence terminal for the global prediction market ecosystem. As searches for «prediction market», «what is prediction market», «polymarket gov shutdown», «polymarket president», «polymarket iran», and «clarity act polymarket» surge worldwide, Polymarket's Polygon Central Limit Order Book (CLOB) prices real-time probabilities between 1¢ and 99¢ USDC with deeper liquidity and faster price discovery than traditional polls.
Whether you are comparing «Kalshi vs Polymarket», researching «polymarket stocks» (note: Polymarket is private; traders buy event outcome shares rather than equity), querying the «polymarket api», or looking for an official «polymarket invite code» / «polymarket referral code», Poly Day (p.day) delivers 60-second orderbook telemetry, smart-money whale alerts (>75% win rate), and Half-Kelly position sizing.