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crypto-liquidity-ai-trading-bot

by asonglin

Pending

Crypto liquidity detection & algorithmic trading bot. Order book analysis, stop-loss clusters, liquidity sweeps. Multi-exchange (Binance, Bybit, Kraken, OKX). Trading signals, quant research, market microstructure.

103stars
100forks
JavaScript
Added 3/13/2026
View on GitHubDownload ZIP
AI Agentsai-agentalgorithmic-tradingartificial-intelligencebinancebitcoinbybitcryptocryptocurrencyfreehuntingliquiditymachine-learningopen-sourceorder-bookpolymarketpredictionsentiment-analysissnippingtradingtrading-bot
Installation
# Add to your Claude Code skills
git clone https://github.com/asonglin/crypto-liquidity-ai-trading-bot
README.md

Crypto Liquidity AI Trading Bot 🚀

AI trading bot for liquidity detection and algorithmic trading in crypto markets. Detect order book gaps, hidden walls, and liquidity sweeps across exchanges—then act on signals manually or via your own execution layer.

Python License Stars

Crypto Liquidity AI Trading Bot

<details> <summary><strong>📋 Table of contents</strong></summary>
  • Why liquidity matters
  • Who this is for
  • Commercial use
  • Backtest performance
  • Strategy concept
  • Architecture
  • Quick start
  • What you get
  • How liquidity hunting works
  • Installation
  • Supported exchanges
  • Project layout
  • Use cases
  • Related projects
  • FAQ
  • Contributing
</details>

Why liquidity matters

Most crypto trading bots rely only on price and technical indicators. Professional traders, however, monitor order book liquidity, because price often moves toward zones where liquidity is concentrated—and away when that liquidity is swept.

This project focuses on liquidity-aware trading signals instead of lagging indicators: it detects gaps, walls, and sweeps so you can act on structure, not just price.


Who this is for

This project may be useful for:

  • Crypto trading firms building in-house liquidity and execution tools
  • Quant researchers studying order book and market microstructure
  • Exchanges building surveillance or liquidity analytics
  • Developers building AI trading agents or signal systems

Commercial use

If you are interested in custom crypto trading bots (liquidity, arbitrage, execution), AI trading signal systems, or liquidity detection algorithms and exchange API integrations:

For collaboration or development work:

  • GitHub — Open an issue
  • Telegram — @jjcunningham
  • Email — jj.cunningham1129@gmail.com

Backtest performance

Results below are from a historical backtest using order-book and liquidity-sweep signals on major spot pairs. They are not live trading results.

Test configuration

| Parameter | Value | |-----------|--------| | Window | Jan 2024 – Dec 2024 | | Length | 12 months | | Asset class | Cryptocurrency (spot) | | Approach | Liquidity-sweep & order-book imbalance | | Style | Medium frequency, signal...

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