Top 10 Repositori Open-Source Trading Kuantitatif Terpopuler di GitHub & Panduan Backtest Docker
Panduan lengkap menjalankan bot kuantitatif CloddsBot (119 skill AI), Polymarket CLOB (py-clob-client / Polymarket/agents / polymarket_lp_tool), Freqtrade + FreqAI, Hummingbot, dan NautilusTrader.
10 Proyek Open-Source Trading Kuantitatif Terbaik di GitHub
100% open-source dan self-hosted (MIT / Apache-2.0 / GPLv3). Jangan pernah serahkan kunci privat atau rahasia API Anda ke bot pihak ketiga yang tidak transparan — jalankan semuanya di dalam Docker VPS terisolasi Anda sendiri.
freqtrade/freqtrade
⭐ Lihat di GitHub →Bot trading kripto open-source dengan bintang terbanyak di GitHub. Fitur termasuk pelatihan ulang machine learning adaptif FreqAI, optimasi parameter Hyperopt, audit bias lookahead, dasbor WebUI, kontrol Telegram, dan eksekusi CCXT native di OKX dan Binance.
git clone https://github.com/freqtrade/freqtrade.git && cd freqtrade && docker compose up -d
Polymarket/agents
⭐ Lihat di GitHub →Framework agen AI open-source resmi dari Polymarket. Menghubungkan metadata pasar Gamma, RAG berita langsung, dan kalibrasi probabilitas LLM (p*Salin) untuk mengeksekusi pesanan batas +EV secara otonom di CLOB Polygon.
git clone https://github.com/Polymarket/agents.git && cd agents && pip install -e .
alsk1992/CloddsBot
⭐ Lihat di 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
⭐ Lihat di GitHub →Open-source passive liquidity provider toolkit for harvesting Polymarket's Daily USDC Liquidity Rewards. Combines a Python web dashboard (run_web_panel.pySalin) and a Rust market-making core (rust_mm_botSalin) 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
⭐ Lihat di GitHub →Klien Python resmi untuk Central Limit Order Book (CLOB) Polymarket. Mendukung penandatanganan pesanan off-chain EIP-712, pesanan Maker batch tanpa gas (fee 0%), snapshot kedalaman orderbook, dan copy-trading smart-money.
pip install py-clob-client python-dotenv web3
hummingbot/hummingbot
⭐ Lihat di GitHub →Mesin market making dan arbitrase lintas bursa open-source tingkat institusional. Ideal untuk menjalankan pengontrol spread Avellaneda-Stoikov dan delta-hedging paparan acara Polymarket terhadap kontrak perpetual futures di OKX dan Binance.
git clone https://github.com/hummingbot/hummingbot.git && cd hummingbot && docker compose up -d
nautechsystems/nautilus_trader
⭐ Lihat di GitHub →Platform trading algoritmik berkinerja tinggi dengan inti Rust dan lapisan strategi Python. Menjamin kesetaraan 100% antara backtesting tick orderbook L2/L3 dan eksekusi live dengan simulasi posisi antrian yang realistis.
pip install -U nautilus_trader
vnpy/vnpy
⭐ Lihat di GitHub →Framework kuantitatif event-driven yang paling banyak diadopsi di Asia. Dilengkapi backtesting CTA, SpreadTrading multi-leg, penetapan harga volatilitas OptionMaster, dan manajemen risiko portofolio real-time.
pip install vnpy vnpy_ctastrategy vnpy_ctabacktester
microsoft/qlib
⭐ Lihat di GitHub →Platform investasi kuantitatif berorientasi AI dari Microsoft Research yang mencakup rekayasa faktor (Alpha158/360), pemodelan temporal supervised menggunakan PyTorch/LightGBM, dan kalibrasi probabilitas.
pip install pyqlib && python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data
jesse-ai/jesse
⭐ Lihat di GitHub →Framework kuantitatif crypto Python modern dengan API indikator yang bersih, pengujian robustness Monte Carlo bawaan, candle multi-timeframe tanpa kebocoran lookahead, dan studio backtest web yang sleek.
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.
Panduan Quant Polymarket CLOB: Deploy Bot Copy-Trading Whale & Maker dengan Fee 0% menggunakan py-clob-client
Panduan rekayasa lengkap: turunkan kredensial Polygon L2 CLOB, kueri ID token condition Gamma, langganan isi whale, dan letakkan order limit EIP-712 tanpa gas dengan fee 0%.
Panduan Keamanan VPS Quant, Whitelisting IP API & Rekayasa Saklar Mat Kill-Switch Drawdown Keras
Daftar periksa keamanan produksi untuk trader kuantitatif: pemilihan VPS berlatensi rendah, whitelisting IP API bursa, kunci penarikan yang dinonaktifkan, dan saklar mati otomatis drawdown harian 5%.
Kalibrasi Peluang AI LLM + Ukuran Posisi Half-Kelly: Integrasi API DeepSeek / OpenAI / Ollama Langkah-demi-Langkah untuk Order +EV
Panduan lengkap langkah demi langkah untuk menghubungkan DeepSeek, OpenAI GPT-4o, atau LLM lokal Ollama melalui Python guna menganalisis berita terkini menjadi rasio kemungkinan Bayesian terstruktur dan ukuran posisi Half-Kelly.
Tutorial Docker Freqtrade + FreqAI: Hubungkan OKX / Binance, Unduh Data Historis & Audit Bias Lookahead
Panduan langkah demi langkah untuk deployment Freqtrade melalui Docker Compose, pengunduhan data OHLCV OKX dan Binance multi-tahun, menjalankan backtest dengan penyesuaian biaya yang realistis, dan menjalankan `lookahead-analysis`.
Panduan Market Making & Delta-Hedging Hummingbot: Arbitrase Peluang Polymarket vs. Perps OKX / Binance
Bagaimana meja institusional menggabungkan pengendali market-making Hummingbot V2 di OKX/Binance dengan kontrak peristiwa Polymarket untuk menyusun lindung nilai volatilitas makro yang netral delta.
Panduan Backtesting Orderbook L2 NautilusTrader: Menghilangkan Ilusi Slippage & Bias Posisi Antrean
Cara menjalankan backtest tick orderbook L2 beresolusi tinggi di NautilusTrader dengan pengisian posisi antrean yang realistis, pemodelan latensi, dan validasi Walk-Forward.
Poly Day (p.day) — Polymarket Adalah: Panduan Polymarket Indonesia, APK/App, Fed Rate Cut & Deposit USDC
Penjelasan lengkap Polymarket adalah / itu apa, Polymarket Indonesia, panduan APK mobile, dan deposit USDC via Indodax/Tokocrypto
Ribuan trader kripto di tanah air setiap hari mencari «Polymarket adalah», «Polymarket itu apa», «Polymarket Indonesia», hingga «Polymarket APK / download». Polymarket adalah bursa pasar prediksi terdesentralisasi nomor satu di jaringan Polygon tempat Anda memperdagangkan saham probabilitas ('Ya' atau 'Tidak') seharga 1¢–99¢ USDC atas kebijakan suku bunga Fed, politik global & Indonesia (termasuk kebijakan ekonomi pemerintahan Prabowo), Liga Champions, hingga target harga Bitcoin.
Bagaimana dengan «Polymarket APK» dan «Polymarket airdrop»? Anda tidak perlu mengunduh file APK pihak ketiga yang berisiko; cukup buka versi web PWA resmi melalui peramban MetaMask, Phantom, atau Rabby di ponsel Anda, lalu deposit USDC melalui jaringan Polygon dari Indodax, Tokocrypto, atau Pintu untuk mulai bertransaksi tanpa biaya platform (0% fee).