技能 数据科学 去中心化流动性池分析

去中心化流动性池分析

v20260423
analyzing-liquidity-pools
本工具用于深度分析去中心化交易所(DEX)的流动性池。它可以计算并比较关键金融指标,包括总锁定价值(TVL)、交易量、费用收入和无常损失(IL)。当您需要评估不同协议的挖矿机会、比较池子风险或预测流动性挖矿回报时,应使用本功能。
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概览

Analyzing Liquidity Pools

Overview

Analyze DEX liquidity pools across Uniswap, Curve, and Balancer to evaluate TVL, trading volume, fee income, and impermanent loss risk. Compare pools across protocols and chains to identify optimal LP opportunities.

Prerequisites

  • Python 3.8+ installed
  • Internet access for subgraph/API queries
  • Understanding of liquidity providing concepts (IL, fee tiers, TVL)

Instructions

  1. Analyze a specific pool by address or token pair:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool 0x88e6a0c2ddd26feeb64f039a2c41296fcb3f5640
    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pair ETH/USDC --protocol uniswap-v3
    
  2. Calculate impermanent loss for a price change:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --il-calc --entry-price 2000 --current-price 3000  # 2000/3000 = ETH price at entry/now in USD
    

    Project IL for various scenarios:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --il-scenarios --token-pair ETH/USDC
    
  3. Estimate LP returns with fee APR and position projections:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --detailed
    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --position 10000  # 10000 = LP position size in USD
    
  4. Compare pools across protocols or fee tiers:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --protocols uniswap-v3,curve,balancer
    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --fee-tiers 0.05,0.30,1.00
    
  5. Export results to JSON or CSV:

    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --format json --output pool_analysis.json
    python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --format csv --output pools.csv
    

Output

Pool analysis reports include chain, TVL, 24h volume, fee tier, fee APR, volume/TVL ratio, and token composition with current price. Impermanent loss reports show IL percentage, dollar impact, HODL vs LP value comparison, and breakeven analysis with days-to-recover based on fee income.

See ${CLAUDE_SKILL_DIR}/references/implementation.md for detailed output format examples.

Error Handling

Error Cause Fix
Pool not found Wrong address or chain Verify address and target chain
Subgraph timeout API latency or downtime Uses cached data with warning
Invalid pair Unsupported protocol Check supported protocols list

Examples

Analyze top ETH/USDC pool - Full TVL, volume, and fee breakdown on Uniswap V3:

python pool_analyzer.py --pair ETH/USDC --protocol uniswap-v3 --chain ethereum

Calculate IL for 2x price increase - See dollar impact vs holding:

python pool_analyzer.py --il-calc --entry-price 100 --current-price 200  # 100/200 = token price at entry/now in USD

Compare Uniswap fee tiers - Find optimal fee tier for ETH/USDC:

python pool_analyzer.py --compare --pair ETH/USDC --fee-tiers 0.05,0.30,1.00

Export all ETH pairs - Dump pool data for further analysis:

python pool_analyzer.py --token ETH --format json --output eth_pools.json

Resources

信息
Category 数据科学
Name analyzing-liquidity-pools
版本 v20260423
大小 28.14KB
更新时间 2026-04-28
语言