技能 数据科学 加密市场动向扫描

加密市场动向扫描

v20260311
scanning-market-movers
通过 Python 脚本基于价格变化、成交量倍数和市值综合评分 1000 余币,识别显著涨跌与量能异常,可按类别、时间跨度或阈值调整,导出结果用于追踪主流或异常行情。
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概览

Scanning Market Movers

Overview

Real-time detection of significant price movements and unusual volume patterns across 1,000+ cryptocurrencies, ranked by composite significance score.

Prerequisites

  1. Python 3.8+ installed
  2. Dependencies: pip install requests pandas
  3. market-price-tracker plugin installed with tracking-crypto-prices skill configured

Instructions

  1. Run a default scan for top gainers and losers (top 20 each by 24h change with volume confirmation):

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py
    
  2. Set custom thresholds for minimum change and volume spike:

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --min-change 10 --volume-spike 3
    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --min-cap 100000000 --max-cap 1000000000  # 100000000 = $100M min cap, 1000000000 = $1B max cap
    
  3. Filter by category (defi, layer2, nft, gaming, meme):

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --category defi
    
  4. Scan different timeframes (1h, 24h, 7d):

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --timeframe 1h
    
  5. Export results to JSON or CSV:

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --format json --output movers.json
    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --format csv --output movers.csv
    
  6. Use named presets for predefined threshold sets:

    python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --preset aggressive
    

Output

Default table shows top gainers and losers ranked by significance score (0-100), combining price change (40%), volume ratio (40%), and market cap (20%):

================================================================================
  MARKET MOVERS                                    Updated: 2025-01-14 15:30:00  # 2025 timestamp
================================================================================

  TOP GAINERS (24h)
--------------------------------------------------------------------------------
  Rank  Symbol      Price         Change    Vol Ratio   Market Cap    Score
--------------------------------------------------------------------------------
    1   XYZ       $1.234        +45.67%        5.2x      $123.4M      89.3
    2   ABC       $0.567        +32.10%        3.8x       $45.6M      76.5
    3   DEF       $2.890        +28.45%        2.9x      $234.5M      71.2
--------------------------------------------------------------------------------

  TOP LOSERS (24h)
--------------------------------------------------------------------------------
  Rank  Symbol      Price         Change    Vol Ratio   Market Cap    Score
--------------------------------------------------------------------------------
    1   GHI       $3.456        -28.90%        4.1x       $89.1M      72.1
    2   JKL       $0.123        -22.34%        2.5x       $12.3M      58.9
--------------------------------------------------------------------------------

  Summary: 42 movers found | Scanned: 1000 assets  # 1000 assets in scan universe
================================================================================

Error Handling

Error Cause Solution
Dependency not found tracking-crypto-prices unavailable Install market-price-tracker plugin
No movers found Thresholds too strict Relax thresholds with lower values
Rate limit exceeded Too many API calls Wait or use cached data
Partial results Some assets unavailable Normal, proceed with available data

See ${CLAUDE_SKILL_DIR}/references/errors.md for comprehensive error handling.

Examples

Common scanning patterns for different market analysis scenarios:

# Daily scan - top 20 gainers/losers
python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --timeframe 24h --top 20

# Volume spike hunt (5x+ volume, $1M+ daily volume)
python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --volume-spike 5 --min-volume 1000000  # 1000000 = $1M min volume

# DeFi movers exported to CSV
python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --category defi --format csv --output defi_movers.csv

# High-cap gainers only (>$1B market cap)
python ${CLAUDE_SKILL_DIR}/scripts/scanner.py --min-cap 1000000000 --gainers-only --top 10  # 1000000000 = $1B cap

Resources

  • ${CLAUDE_SKILL_DIR}/references/implementation.md - Configuration, presets, JSON format, scoring details
  • ${CLAUDE_SKILL_DIR}/references/errors.md - Comprehensive error handling
  • ${CLAUDE_SKILL_DIR}/references/examples.md - Detailed usage examples
  • Depends on: tracking-crypto-prices skill
  • CoinGecko API: https://www.coingecko.com/en/api
信息
Category 数据科学
Name scanning-market-movers
版本 v20260311
大小 30.28KB
更新时间 2026-03-12
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