القائمة
Twelve Data global market API — OHLCV for stocks/forex/crypto/indices, fundamentals, financial statements. Paid with 800 free credits/day.
يُحدَّد Prompt الذي يراجع المصدر أولًا بشكل افتراضي. يمكنك التبديل إلى أمر مباشر أو تنزيل نسخة محلية.
اقرأ SKILL.md وأي ملفات مرافقة يعرضها SkillsMP قبل أن تقرر التثبيت.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
يتجاوز الأمر المباشر Prompt المخصّص للمراجعة. افحص المصدر قبل تشغيله.
npx skills add https://github.com/SZWzz/AStockPursue --skill twelvedataيبقى الأمر في سطر واحد. مرّر أفقيًا لمراجعته كاملًا قبل النسخ.
تفضّل نسخة محلية؟ نزّل الملفات المتاحة حاليًا لدى SkillsMP.
عرض SKILL.md
Professional finance research toolkit — backtesting (7 engines + benchmark comparison panel), factor analysis, Alpha Zoo (452 pre-built alphas across qlib158/alpha101/gtja191/academic), options pricing, 75 finance skills, 29 multi-agent swarm teams, Trade Journal analyzer, and Shadow Account (extract → backtest → render) across 6 data sources (tushare, yfinance, okx, akshare, ccxt, futu).
Harmonic Patterns signal engine. Identifies XABCD five-point structures such as Gartley/Bat/Butterfly/Crab based on Fibonacci geometry, and generates trading signals in the PRZ (Potential Reversal Zone).
Write signal_engine.py for portfolios spanning multiple markets (A-shares + crypto, equity + forex, etc.)
استنادا إلى تصنيف SOC المهني
| name | twelvedata |
| description | Twelve Data global market API — OHLCV for stocks/forex/crypto/indices, fundamentals, financial statements. Paid with 800 free credits/day. |
| category | data-source |
Twelve Data (https://twelvedata.com) provides high-quality global market data. The free tier gives 800 credits/day (~80-100 API calls).
Requires API key: Set TWELVE_DATA_API_KEY environment variable.
The loader is at backtest/loaders/twelvedata.py.
export TWELVE_DATA_API_KEY="your_api_key_here"
Register at https://twelvedata.com to get a free API key.
| Market | Exchange Codes | Data Types |
|---|---|---|
| A-shares | SHH (Shanghai), SHZ (Shenzhen) | OHLCV, statistics, profile |
| US stocks | NYSE, NASDAQ | OHLCV, statistics, profile, statements |
| HK stocks | HKG | OHLCV, statistics, profile |
| Forex | (auto) | OHLCV |
| Crypto | (auto) | OHLCV |
| Indices | (auto) | OHLCV |
| Commodities | (auto) | OHLCV |
from backtest.loaders.twelvedata import DataLoader
loader = DataLoader()
# Check availability
if loader.is_available():
data = loader.fetch(
codes=["AAPL.US", "600519.SH"],
start_date="2025-01-01",
end_date="2025-12-31",
interval="1D",
)
loader = DataLoader()
# Valuation statistics
stats = loader.fetch_statistics("AAPL.US")
# Returns: {market_cap, pe_ratio, pb_ratio, ps_ratio, peg, roe, roa,
# profit_margin, eps, debt_to_equity, dividend_yield, beta, ...}
# Company profile
profile = loader.fetch_profile("AAPL.US")
# Returns: {name, industry, sector, website, description, employees, country}
# Financial statements
statements = loader.fetch_financial_statements("AAPL.US")
# Returns: {income_statement: {...}, balance_sheet: {...}, cash_flow: {...}}
Each API call consumes 1 credit from your daily quota:
/time_series (OHLCV): 1 credit per symbol/day/statistics: 1 credit per symbol/profile: 1 credit per symbol/income_statement + /balance_sheet + /cash_flow: 3 credits totalFree tier: 800 credits/day. A full fundamentals fetch for one stock costs ~5 credits.
In the auto-routing chain, Twelve Data is positioned as a mid-tier option:
It is only used when TWELVE_DATA_API_KEY is set AND higher-priority sources fail.