10 อันดับซอร์สโค้ดบอทเทรดเชิงปริมาณ (Quant Trading) โอเพนซอร์สยอดนิยมบน GitHub และคู่มือทำ Backtest ด้วย Docker
คู่มือปฏิบัติการติดตั้งและทดสอบบอทเทรดอัตโนมัติระดับสถาบัน ครอบคลุม CloddsBot (119 ทักษะ AI), บอทดูแลสภาพคล่อง Polymarket CLOB (py-clob-client / Polymarket/agents / polymarket_lp_tool), Freqtrade + FreqAI, Hummingbot และ NautilusTrader
10 อันดับโปรเจกต์ Open-Source Quant Trading ยอดนิยมบน GitHub
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*คัดลอก) 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.pyคัดลอก) and a Rust market-making core (rust_mm_botคัดลอก) 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.
Polymarket คืออะไร? คู่มือเทรดตลาดคาดการณ์ระดับโลก, ตามรอยวาฬ On-Chain และวิธีฝาก USDC สำหรับเทรดเดอร์ไทย
คู่มือใช้งาน Polymarket ฉบับภาษาไทย, อัตราต่อรอง CLOB แบบเรียลไทม์, การคำนวณ Half-Kelly และการโอน USDC ผ่านเครือข่าย Polygon
ในกลุ่มนักเทรดคริปโตและนักลงทุนชาวไทย คำค้นหาอย่าง «Polymarket คืออะไร», «วิธีเล่น Polymarket» และ «ตลาดคาดการณ์ Web3» กำลังได้รับความนิยมอย่างสูง Polymarket คือแพลตฟอร์มตลาดคาดการณ์แบบกระจายศูนย์ (Decentralized Prediction Market) ที่ใหญ่ที่สุดในโลกบนเครือข่าย Polygon ซึ่งผู้ใช้งานสามารถซื้อขายหุ้นความน่าจะเป็น ('ใช่' หรือ 'ไม่ใช่') ในราคาตั้งแต่ 1¢ ถึง 99¢ USDC สำหรับเหตุการณ์สำคัญทั่วโลก เช่น การปรับลดอัตราดอกเบี้ยของธนาคารกลางสหรัฐฯ (Fed), เป้าหมายราคา Bitcoin ทะลุ $150,000, การเลือกตั้งระดับโลก ไปจนถึงศึกฟุตบอลพรีเมียร์ลีกและยูฟ่าแชมเปียนส์ลีก
ผ่านเทอร์มินัล Poly Day ประเทศไทย (p.day/th/) คุณสามารถตรวจสอบความลึกของสมุดคำสั่งซื้อขาย CLOB แบบเรียลไทม์, ติดตามสัญญาณกระเป๋าวาฬ Smart-Money ที่ชนะมากกว่า 80%, คำนวณขนาดไม้ลงทุนด้วยสูตร Half-Kelly และเรียนรู้วิธีโอนเหรียญ USDC ผ่านเครือข่าย Polygon จาก Binance หรือ OKX ด้วยค่าธรรมเนียมเกือบเป็นศูนย์