Build an end-to-end automated trading application to visualize financial data of stock holdings. Buy/sell stocks automatically using Python trading bot libs.
The key functions of a stock trading bot built using the Python algorithmic trading libraries are getting the data, training the model, entering and exiting trades, placing orders, and getting notified. Through backtesting on historical data and by minimizing human intervention, a Python trading bot can increase the speed of order entry and establish discipline in the volatile stock market to help traders earn profits. Since computer systems react quickly to fluctuating markets, an automated Python-based trading system can produce bids as soon as the defined trading conditions are met.
Browse below to check out the latest and trending Python libraries to build your automated trading bot:
zipline
- Backtesting and algorithm development framework for trading strategies.
- Easily integrates with live trading platforms.
- Provides a range of built-in statistical and risk analysis tools.
ziplineby quantopian
Zipline, a Pythonic Algorithmic Trading Library
ziplineby quantopian
Python
16213
Version:1.4.1
License: Permissive (Apache-2.0)
ta-lib
- Offers over 150 technical analysis indicators.
- Widely used in financial markets for quantitative analysis.
- Supports multiple programming languages, including Python.
ta-libby mrjbq7
Python wrapper for TA-Lib (http://ta-lib.org/).
ta-libby mrjbq7
Python
5392
Version:Current
License: Others (Non-SPDX)
freqtrade
- High-frequency trading bot with a focus on cryptocurrencies.
- Supports machine learning and AI-based strategy development.
- Offers an active community and a range of pre-built strategies.
freqtradeby freqtrade
Free, open source crypto trading bot
freqtradeby freqtrade
Python
22129
Version:2023.5.1
License: Strong Copyleft (GPL-3.0)
binance-trade-bot
- Designed specifically for trading on the Binance exchange.
- Supports various trading pairs and strategies.
- Offers real-time market data and order execution.
binance-trade-botby edeng23
Automated cryptocurrency trading bot
binance-trade-botby edeng23
Python
7160
Version:Current
License: Strong Copyleft (GPL-3.0)
jesse
- Python-based framework for cryptocurrency trading strategies.
- Provides a simple and clean syntax for strategy development.
- Supports multiple exchanges and backtesting.
jesseby jesse-ai
An advanced crypto trading bot written in Python
jesseby jesse-ai
Python
4701
Version:Current
License: Permissive (MIT)
Crypto-Signal
- Cryptocurrency trading signals and alert system.
- Offers technical analysis indicators and custom signal creation.
- Integration with popular cryptocurrency exchanges.
Crypto-Signalby CryptoSignal
Github.com/CryptoSignal - Trading & Technical Analysis Bot - 4,100+ stars, 1,100+ forks
Crypto-Signalby CryptoSignal
Python
4376
Version:Current
License: Permissive (MIT)
Binance-volatility-trading-bot
- Designed for volatility-based trading strategies on Binance.
- Focuses on profiting from price fluctuations.
- Offers various trading parameters for customization.
Binance-volatility-trading-botby CyberPunkMetalHead
This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.
Binance-volatility-trading-botby CyberPunkMetalHead
Python
3227
Version:Current
License: Permissive (MIT)
binance-trader
- A simple and lightweight Binance trading bot.
- Supports spot and futures trading on the Binance platform.
- Suitable for both beginners and experienced traders.
binance-traderby yasinkuyu
π° Cryptocurrency Trading Bot for Binance (Experimental)
binance-traderby yasinkuyu
Python
2322
Version:Current
License: No License
OctoBot
- Modular and extensible cryptocurrency trading bot.
- Provides a web-based dashboard for monitoring and configuration.
- Supports various technical analysis indicators.
OctoBotby Drakkar-Software
Cryptocurrency trading bot using technical analysis based strategy with an advanced web interface
OctoBotby Drakkar-Software
Python
2091
Version:0.4.50
License: Strong Copyleft (GPL-3.0)
cointrol
- Open-source cryptocurrency trading bot with a focus on Bitcoin.
- Supports multiple exchanges and customizable strategies.
- Offers risk management and trading performance analysis.
cointrolby jakubroztocil
ΰΈΏ Bitcoin trading bot with a real-time dashboard for Bitstamp.
cointrolby jakubroztocil
Python
1435
Version:Current
License: Permissive (MIT)
Cryptocurrency-Trading-Bots-Python-Beginner-Advance
- A collection of Python trading bot examples for all skill levels.
- Educational resource with various trading strategies.
- Suitable for beginners and experienced traders.
Crypto Trading Bots in Python - Triangular Arbitrage, Beginner & Advanced Cryptocurrency Trading Bots Written in Python
Cryptocurrency-Trading-Bots-Python-Beginner-Advanceby Roibal
Python
1028
Version:Current
License: Permissive (MIT)
algobot
- Algorithmic trading bot framework with a range of features.
- Supports backtesting, live trading, and data analysis.
- Integrates with various data sources and brokers.
algobotby ZENALC
Cryptocurrency trading bot with a graphical user interface with support for simulations, backtests, optimizations, and running live bots.
algobotby ZENALC
Python
851
Version:2.1.1
License: Strong Copyleft (GPL-3.0)
binance-tutorials
- Educational resources and tutorials for Binance trading.
- Covers various aspects of trading on the Binance platform.
- Suitable for traders looking to learn and improve their skills.
binance-tutorialsby hackingthemarkets
Real-Time Candlestick Charts and Crypto Trading Bot using Binance API and Websockets
binance-tutorialsby hackingthemarkets
Python
776
Version:Current
License: No License
pybacktest
- A Python library for backtesting trading strategies.
- Supports historical price data analysis and strategy optimization.
- Provides visualizations for performance analysis.
pybacktestby ematvey
Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier β compact, simple and fast
pybacktestby ematvey
Python
590
Version:Current
License: Permissive (MIT)
crypto-trader
- A simple cryptocurrency trading bot for Bitcoin.
- Designed for automated trading on various exchanges.
- Offers basic trading strategies.
crypto-traderby pirate
:moneybag: Cryptocurrency trading bot library with a simple example strategy (trading via Gemini).
crypto-traderby pirate
Python
563
Version:Current
License: Permissive (MIT)
stock-trading-ml
- Machine learning-based stock trading bot.
- Uses historical stock data for predictive trading.
- Suitable for those interested in AI-driven trading.
stock-trading-mlby yacoubb
A stock trading bot that uses machine learning to make price predictions.
stock-trading-mlby yacoubb
Python
540
Version:Current
License: Strong Copyleft (GPL-3.0)
tradingview-webhooks-bot
- A bot that uses TradingView webhooks for automated trading.
- Integrates with TradingView alerts to trigger trades.
- Suitable for traders using TradingView for technical analysis.
tradingview-webhooks-botby robswc
a framework π for trading with tradingview webhooks!
tradingview-webhooks-botby robswc
Python
436
Version:v0.5-beta
License: Strong Copyleft (GPL-3.0)
crypto-arbitrage
- Focuses on cryptocurrency arbitrage trading strategies.
- Aims to profit from price differences on different exchanges.
- Supports multiple cryptocurrency pairs.
crypto-arbitrageby kelvinau
Automatic Cryptocurrency Trading Bot using Triangular or Exchange Arbitrages
crypto-arbitrageby kelvinau
Python
579
Version:Current
License: Permissive (MIT)
TensorFlow-Bitcoin-Robot
- Utilizes TensorFlow for machine learning-based Bitcoin trading.
- Provides tools for developing and training trading models.
- Suitable for those with machine learning expertise.
TensorFlow-Bitcoin-Robotby TensorFlowNews
A Bitcoin trade robot based on Tensorflow LSTM model.Just for fun.
TensorFlow-Bitcoin-Robotby TensorFlowNews
Python
157
Version:Current
License: Permissive (Apache-2.0)
pyjuque
- Cryptocurrency trading bot framework with a focus on flexibility.
- Supports custom strategies and risk management.
- Designed for traders with coding experience.
pyjuqueby tudorelu
β‘ Open Source Algorithmic Trading Bot for Python.
pyjuqueby tudorelu
Python
432
Version:Current
License: Permissive (MIT)
Titan
- Algorithmic trading bot for various asset classes, including cryptocurrencies.
- Offers machine learning capabilities and strategy customization.
- Designed for both beginners and experienced traders.
PyTrendFollow
- A trend-following trading bot framework.
- Focuses on capturing trends in various financial markets.
- Supports strategy development and live trading.
PyTrendFollowby chrism2671
PyTrendFollow - systematic futures trading using trend following
PyTrendFollowby chrism2671
Python
132
Version:Current
License: Permissive (MIT)
Bitcoin-Surge-Trading-Alpha
- A cryptocurrency trading bot with a focus on capturing surges in Bitcoin prices.
- Designed for short-term trading strategies.
- Offers features for risk management and portfolio tracking.
Bitcoin-Surge-Trading-Alphaby CyberPunkMetalHead
Crypto trading bot that detects surges in the bitcoin price and executes trades.
Bitcoin-Surge-Trading-Alphaby CyberPunkMetalHead
Python
128
Version:Current
License: No License
pytrader
- A simple and lightweight cryptocurrency trading bot.
- Supports multiple exchanges and basic trading strategies.
- Suitable for beginners and traders looking for a minimalistic approach.
FAQ
1. How to choose a Python trading bot library for backtesting and live trading?
When choosing a Python trading bot library, consider:-
1. versatility in strategy development,
2. access to historical and real-time data, and
3. support for various order types.
Seek libraries with intuitive APIs, risk controls, and exchange compatibility. Also, a vibrant community and regular updates are essential for long-term reliability.
2. Can Python trading bot libraries handle multiple trading pairs?
Python trading bot libraries are typically flexible and can handle multiple trading pairs. These libraries adapt to diverse markets, including cryptocurrencies, traditional stocks, and more.
3. How do Python trading bot libraries handle risk management to protect investments?
Risk management is paramount in Python trading bot libraries. Traders can apply stop-loss, position sizing, and risk controls to protect investments. Users can set preset loss limits, reducing the impact of market downturns.
4. What tools do Python trading bot libraries provide for performance analysis?
Python trading bot libraries provide tools for strategy optimization and performance analysis. Traders can backtest their strategies using historical data to fine-tune their algorithms. Performance metrics and visualization tools help assess strategy effectiveness and make informed adjustments.
5. Can Python trading bot libraries run on cloud servers or require infrastructure?
Python trading bot libraries can be deployed on cloud servers, eliminating hardware needs. This cloud-based approach offers scalability, cost-efficiency, and accessibility for users. Thus making it an attractive option for both beginners and experienced traders.