24 best Python Trading Bot libraries in 2024

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by reegs20 dot icon Updated: Nov 7, 2023

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Guide Kit Guide Kit Β 

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

Python doticonstar image 16213 doticonVersion:1.4.1doticon
License: Permissive (Apache-2.0)

Zipline, a Pythonic Algorithmic Trading Library

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            ziplineby quantopian

            Python doticon star image 16213 doticonVersion:1.4.1doticon License: Permissive (Apache-2.0)

            Zipline, a Pythonic Algorithmic Trading Library
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                      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 doticonstar image 5392 doticonVersion:Currentdoticon
                      License: Others (Non-SPDX)

                      Python wrapper for TA-Lib (http://ta-lib.org/).

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                                ta-libby mrjbq7

                                Python doticon star image 5392 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                Python wrapper for TA-Lib (http://ta-lib.org/).
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                                          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

                                          Python doticonstar image 22129 doticonVersion:2023.5.1doticon
                                          License: Strong Copyleft (GPL-3.0)

                                          Free, open source crypto trading bot

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                                                    freqtradeby freqtrade

                                                    Python doticon star image 22129 doticonVersion:2023.5.1doticon License: Strong Copyleft (GPL-3.0)

                                                    Free, open source crypto trading bot
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                                                              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. 
                                                              Python doticonstar image 7160 doticonVersion:Currentdoticon
                                                              License: Strong Copyleft (GPL-3.0)

                                                              Automated cryptocurrency trading bot

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                                                                        binance-trade-botby edeng23

                                                                        Python doticon star image 7160 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                        Automated cryptocurrency trading bot
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                                                                                  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

                                                                                  Python doticonstar image 4701 doticonVersion:Currentdoticon
                                                                                  License: Permissive (MIT)

                                                                                  An advanced crypto trading bot written in Python

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                                                                                            jesseby jesse-ai

                                                                                            Python doticon star image 4701 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                            An advanced crypto trading bot written in Python
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                                                                                                      Crypto-Signal 

                                                                                                      • Cryptocurrency trading signals and alert system. 
                                                                                                      • Offers technical analysis indicators and custom signal creation. 
                                                                                                      • Integration with popular cryptocurrency exchanges. 

                                                                                                      Crypto-Signalby CryptoSignal

                                                                                                      Python doticonstar image 4376 doticonVersion:Currentdoticon
                                                                                                      License: Permissive (MIT)

                                                                                                      Github.com/CryptoSignal - Trading & Technical Analysis Bot - 4,100+ stars, 1,100+ forks

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                                                                                                                Crypto-Signalby CryptoSignal

                                                                                                                Python doticon star image 4376 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                Github.com/CryptoSignal - Trading & Technical Analysis Bot - 4,100+ stars, 1,100+ forks
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                                                                                                                          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

                                                                                                                          Python doticonstar image 3227 doticonVersion:Currentdoticon
                                                                                                                          License: Permissive (MIT)

                                                                                                                          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.

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                                                                                                                                    Binance-volatility-trading-botby CyberPunkMetalHead

                                                                                                                                    Python doticon star image 3227 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                    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.
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                                                                                                                                              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

                                                                                                                                              Python doticonstar image 2322 doticonVersion:Currentdoticon
                                                                                                                                              no licences License: No License (null)

                                                                                                                                              πŸ’° Cryptocurrency Trading Bot for Binance (Experimental)

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                                                                                                                                                        binance-traderby yasinkuyu

                                                                                                                                                        Python doticon star image 2322 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                        πŸ’° Cryptocurrency Trading Bot for Binance (Experimental)
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                                                                                                                                                                  OctoBot 

                                                                                                                                                                  • Modular and extensible cryptocurrency trading bot. 
                                                                                                                                                                  • Provides a web-based dashboard for monitoring and configuration. 
                                                                                                                                                                  • Supports various technical analysis indicators. 

                                                                                                                                                                  OctoBotby Drakkar-Software

                                                                                                                                                                  Python doticonstar image 2091 doticonVersion:0.4.50doticon
                                                                                                                                                                  License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                  Cryptocurrency trading bot using technical analysis based strategy with an advanced web interface

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                                                                                                                                                                            OctoBotby Drakkar-Software

                                                                                                                                                                            Python doticon star image 2091 doticonVersion:0.4.50doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                            Cryptocurrency trading bot using technical analysis based strategy with an advanced web interface
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                                                                                                                                                                                      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

                                                                                                                                                                                      Python doticonstar image 1435 doticonVersion:Currentdoticon
                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                      ΰΈΏ Bitcoin trading bot with a real-time dashboard for Bitstamp.

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                                                                                                                                                                                                cointrolby jakubroztocil

                                                                                                                                                                                                Python doticon star image 1435 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                ΰΈΏ Bitcoin trading bot with a real-time dashboard for Bitstamp.
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                                                                                                                                                                                                          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. 
                                                                                                                                                                                                          Python doticonstar image 1028 doticonVersion:Currentdoticon
                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                          Crypto Trading Bots in Python - Triangular Arbitrage, Beginner & Advanced Cryptocurrency Trading Bots Written in Python

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                                                                                                                                                                                                                    Cryptocurrency-Trading-Bots-Python-Beginner-Advanceby Roibal

                                                                                                                                                                                                                    Python doticon star image 1028 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                    Crypto Trading Bots in Python - Triangular Arbitrage, Beginner & Advanced Cryptocurrency Trading Bots Written in Python
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                                                                                                                                                                                                                              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

                                                                                                                                                                                                                              Python doticonstar image 851 doticonVersion:2.1.1doticon
                                                                                                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                              Cryptocurrency trading bot with a graphical user interface with support for simulations, backtests, optimizations, and running live bots.

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                                                                                                                                                                                                                                        algobotby ZENALC

                                                                                                                                                                                                                                        Python doticon star image 851 doticonVersion:2.1.1doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                        Cryptocurrency trading bot with a graphical user interface with support for simulations, backtests, optimizations, and running live bots.
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                                                                                                                                                                                                                                                  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

                                                                                                                                                                                                                                                  Python doticonstar image 776 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                  no licences License: No License (null)

                                                                                                                                                                                                                                                  Real-Time Candlestick Charts and Crypto Trading Bot using Binance API and Websockets

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                                                                                                                                                                                                                                                            binance-tutorialsby hackingthemarkets

                                                                                                                                                                                                                                                            Python doticon star image 776 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                                                            Real-Time Candlestick Charts and Crypto Trading Bot using Binance API and Websockets
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                                                                                                                                                                                                                                                                      pybacktest 

                                                                                                                                                                                                                                                                      • A Python library for backtesting trading strategies. 
                                                                                                                                                                                                                                                                      • Supports historical price data analysis and strategy optimization. 
                                                                                                                                                                                                                                                                      • Provides visualizations for performance analysis. 

                                                                                                                                                                                                                                                                      pybacktestby ematvey

                                                                                                                                                                                                                                                                      Python doticonstar image 590 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                      Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier β€” compact, simple and fast

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                                                                                                                                                                                                                                                                                pybacktestby ematvey

                                                                                                                                                                                                                                                                                Python doticon star image 590 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier β€” compact, simple and fast
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                                                                                                                                                                                                                                                                                          crypto-trader 

                                                                                                                                                                                                                                                                                          • A simple cryptocurrency trading bot for Bitcoin. 
                                                                                                                                                                                                                                                                                          • Designed for automated trading on various exchanges. 
                                                                                                                                                                                                                                                                                          • Offers basic trading strategies. 

                                                                                                                                                                                                                                                                                          crypto-traderby pirate

                                                                                                                                                                                                                                                                                          Python doticonstar image 563 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                                                                                                          :moneybag: Cryptocurrency trading bot library with a simple example strategy (trading via Gemini).

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                                                                                                                                                                                                                                                                                                    crypto-traderby pirate

                                                                                                                                                                                                                                                                                                    Python doticon star image 563 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                    :moneybag: Cryptocurrency trading bot library with a simple example strategy (trading via Gemini).
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                                                                                                                                                                                                                                                                                                              stock-trading-ml 

                                                                                                                                                                                                                                                                                                              • Machine learning-based stock trading bot. 
                                                                                                                                                                                                                                                                                                              • Uses historical stock data for predictive trading. 
                                                                                                                                                                                                                                                                                                              • Suitable for those interested in AI-driven trading. 
                                                                                                                                                                                                                                                                                                              Python doticonstar image 540 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                              A stock trading bot that uses machine learning to make price predictions.

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                                                                                                                                                                                                                                                                                                                        stock-trading-mlby yacoubb

                                                                                                                                                                                                                                                                                                                        Python doticon star image 540 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                        A stock trading bot that uses machine learning to make price predictions.
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                                                                                                                                                                                                                                                                                                                                  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. 
                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 436 doticonVersion:v0.5-betadoticon
                                                                                                                                                                                                                                                                                                                                  License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                  a framework πŸ— for trading with tradingview webhooks!

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                                                                                                                                                                                                                                                                                                                                            tradingview-webhooks-botby robswc

                                                                                                                                                                                                                                                                                                                                            Python doticon star image 436 doticonVersion:v0.5-betadoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                            a framework πŸ— for trading with tradingview webhooks!
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                                                                                                                                                                                                                                                                                                                                                      crypto-arbitrage 

                                                                                                                                                                                                                                                                                                                                                      • Focuses on cryptocurrency arbitrage trading strategies. 
                                                                                                                                                                                                                                                                                                                                                      • Aims to profit from price differences on different exchanges. 
                                                                                                                                                                                                                                                                                                                                                      • Supports multiple cryptocurrency pairs. 

                                                                                                                                                                                                                                                                                                                                                      crypto-arbitrageby kelvinau

                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 579 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                      Automatic Cryptocurrency Trading Bot using Triangular or Exchange Arbitrages

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                                                                                                                                                                                                                                                                                                                                                                crypto-arbitrageby kelvinau

                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 579 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                Automatic Cryptocurrency Trading Bot using Triangular or Exchange Arbitrages
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                                                                                                                                                                                                                                                                                                                                                                          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

                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 157 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                          A Bitcoin trade robot based on Tensorflow LSTM model.Just for fun.

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                                                                                                                                                                                                                                                                                                                                                                                    TensorFlow-Bitcoin-Robotby TensorFlowNews

                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 157 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                    A Bitcoin trade robot based on Tensorflow LSTM model.Just for fun.
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                                                                                                                                                                                                                                                                                                                                                                                              pyjuque 

                                                                                                                                                                                                                                                                                                                                                                                              • Cryptocurrency trading bot framework with a focus on flexibility. 
                                                                                                                                                                                                                                                                                                                                                                                              • Supports custom strategies and risk management. 
                                                                                                                                                                                                                                                                                                                                                                                              • Designed for traders with coding experience. 

                                                                                                                                                                                                                                                                                                                                                                                              pyjuqueby tudorelu

                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 432 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                              ⚑ Open Source Algorithmic Trading Bot for Python.

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                                                                                                                                                                                                                                                                                                                                                                                                        pyjuqueby tudorelu

                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 432 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                        ⚑ Open Source Algorithmic Trading Bot for Python.
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                                                                                                                                                                                                                                                                                                                                                                                                                  Titan 

                                                                                                                                                                                                                                                                                                                                                                                                                  • Algorithmic trading bot for various asset classes, including cryptocurrencies. 
                                                                                                                                                                                                                                                                                                                                                                                                                  • Offers machine learning capabilities and strategy customization. 
                                                                                                                                                                                                                                                                                                                                                                                                                  • Designed for both beginners and experienced traders. 

                                                                                                                                                                                                                                                                                                                                                                                                                  Titanby exdx

                                                                                                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 156 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                  License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                  Cryptocurrency trading bot framework

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                                                                                                                                                                                                                                                                                                                                                                                                                            Titanby exdx

                                                                                                                                                                                                                                                                                                                                                                                                                            Python doticon star image 156 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                            Cryptocurrency trading bot framework
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                                                                                                                                                                                                                                                                                                                                                                                                                                      PyTrendFollow 

                                                                                                                                                                                                                                                                                                                                                                                                                                      • A trend-following trading bot framework. 
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Focuses on capturing trends in various financial markets. 
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Supports strategy development and live trading. 

                                                                                                                                                                                                                                                                                                                                                                                                                                      PyTrendFollowby chrism2671

                                                                                                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 132 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                      PyTrendFollow - systematic futures trading using trend following

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                                                                                                                                                                                                                                                                                                                                                                                                                                                PyTrendFollowby chrism2671

                                                                                                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 132 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                PyTrendFollow - systematic futures trading using trend following
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          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

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 128 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                          no licences License: No License (null)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Crypto trading bot that detects surges in the bitcoin price and executes trades.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Bitcoin-Surge-Trading-Alphaby CyberPunkMetalHead

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 128 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Crypto trading bot that detects surges in the bitcoin price and executes trades.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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. 

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              pytraderby caktux

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 131 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PyTrader - Python-based crypto trading bot

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        pytraderby caktux

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 131 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        PyTrader - Python-based crypto trading bot
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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.