DeFi Liquidity Optimizer#

Analyzes concentrated liquidity pools across Solana and Ethereum to find optimal LP positions and monitor existing positions for rebalancing needs.

Pool Analysis Features#

• APR Comparison - Ranks pools by annual percentage yield
• TVL Safety Scores - Higher TVL = lower IL risk and more stable fees
• Fee Efficiency - Fees earned relative to trading volume
• Impermanent Loss Calculator - Shows impact at multiple price scenarios
• Rebalancing Alerts - Detects when positions fall out of range

Usage#

bash

# Full comparison report
python scripts/liquidity_optimizer.py compare

# APR rankings only
python scripts/liquidity_optimizer.py rank

# IL calculation for specific price change
python scripts/liquidity_optimizer.py il 1.5   # 1.5x = 50% increase
python scripts/liquidity_optimizer.py il 0.75  # 0.75x = 25% decrease

Understanding the Output#

The comparison report shows each pool with:

• APR and daily fee earnings on a $1000 investment
• TVL-based safety score (1-5 stars)
• Fee efficiency percentage
• IL scenarios for different price changes

Production Integration#

For live pool data, connect to:

• Meteora DLMM API for Solana pools
• Raydium API for Solana pools
• Hummingbot Gateway for Ethereum Uniswap V4

The current script uses mock data structure that maps to real API responses.