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Get Started Free →Fetch financial and market data using the yfinance Python library. Use this skill whenever the user asks for stock prices, historical data, financial statements, options chains, dividends, earnings, analyst recommendations, or any market data. Triggers include: any mention of stock price, ticker symbol (AAPL, MSFT, TSLA, etc.), "get me the financials", "show earnings", "what's the price of", "download stock data", "options chain", "dividend history", "balance sheet", "income statement", "cash fl
.claude/skills/himself65-yfinance-data/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✓→✗ | ▼ Worse | -46% | 0% |
| case-08 | ✓→✗ | ▼ Worse | -8% | 0% |
| case-10 | ✓→✗ | ▼ Worse | 7% | 0% |
| case-11 | ✓→✗ | ▼ Worse | 18% | 0% |
| case-12 | ✓→✗ | ▼ Worse | 34% | 0% |
Fetches financial and market data from Yahoo Finance using the yfinance Python library.
Important: yfinance is not affiliated with Yahoo, Inc. Data is for research and educational purposes.
Current environment status:
!`python3 -c "exec('try:\n import yfinance\n print(\'yfinance \' + yfinance.__version__ + \' installed\')\nexcept Exception:\n print(\'YFINANCE_NOT_INSTALLED\')')"`If YFINANCE_NOT_INSTALLED, install it before running any code:
pythonimport subprocess, sys subprocess.check_call([sys.executable, "-m", "pip", "install", "-q", "yfinance"])
If yfinance is already installed, skip the install step and proceed directly.
Match the user's request to one or more data categories below, then use the corresponding code from references/api_reference.md.
| User Request | Data Category | Primary Method | |---|---|---| | Stock price, quote | Current price | ticker.info or ticker.fast_info | | Price history, chart data | Historical OHLCV | ticker.history() or yf.download() | | Balance sheet | Financial statements | ticker.balance_sheet | | Income statement, revenue | Financial statements | ticker.income_stmt | | Cash flow | Financial statements | ticker.cashflow | | Dividends | Corporate actions | ticker.dividends | | Stock splits | Corporate actions | ticker.splits | | Options chain, calls, puts | Options data | ticker.option_chain() | | Earnings, EPS | Analysis | ticker.earnings_history | | Analyst price targets | Analysis | ticker.analyst_price_targets | | Recommendations, ratings | Analysis | ticker.recommendations | | Upgrades/downgrades | Analysis | ticker.upgrades_downgrades | | Institutional holders | Ownership | ticker.institutional_holders | | Insider transactions | Ownership | ticker.insider_transactions | | Company overview, sector | General info | ticker.info | | Compare multiple stocks | Bulk download | yf.download() | | Screen/filter stocks | Screener | yf.Screener + yf.EquityQuery | | Sector/industry data | Market data | yf.Sector / yf.Industry | | News | News | ticker.news |
pythonimport subprocess, sys subprocess.check_call([sys.executable, "-m", "pip", "install", "-q", "yfinance"]) import yfinance as yf ticker = yf.Ticker("AAPL") # ... use the appropriate method from the reference
yf.download() for multi-ticker comparisons — it's faster with multi-threadingticker.options before calling ticker.option_chain(date)quarterly_ prefix: ticker.quarterly_income_stmt, ticker.quarterly_balance_sheet, ticker.quarterly_cashflow.to_string() or .to_markdown() for readability, or select key columnsAmerica/New_York). When comparing dates, always use pd.Timestamp(..., tz=...) or strip timezones with .tz_localize(None). See the reference file for details.| Periods | 1d, 5d, 1mo, 3mo, 6mo, 1y, 2y, 5y, 10y, ytd, max | |---|---| | Intervals | 1m, 2m, 5m, 15m, 30m, 60m, 90m, 1h, 1d, 5d, 1wk, 1mo, 3mo |
After fetching data, present it clearly:
If the user seems to want a chart or visualization, combine with an appropriate visualization approach (e.g., generate an HTML chart or describe the trend).
references/api_reference.md — Complete yfinance API reference with code examples for every data categoryRead the reference file when you need exact method signatures or edge case handling.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 12,961 | 7,206 | -44% | 1 | 1 | 0% | 2,724 | 1,566 | -43% | 0 | 0 | — |
case-02 | pass→fail | 18,061 | 11,653 | -35% | 1 | 1 | 0% | 3,300 | 1,779 | -46% | 0 | 0 | — |
case-03 | fail→fail | 12,541 | 22,792 | +82% | 1 | 1 | 0% | 2,282 | 2,420 | +6% | 0 | 0 | — |
case-04 | pass→pass | 10,235 | 14,477 | +41% | 1 | 1 | 0% | 2,026 | 3,994 | +97% | 0 | 0 | — |
case-05 | pass→pass | 17,325 | 18,123 | +5% | 1 | 1 | 0% | 3,208 | 3,486 | +9% | 0 | 0 | — |
case-06 | pass→pass | 21,401 | 23,908 | +12% | 1 | 1 | 0% | 3,932 | 5,711 | +45% | 0 | 0 | — |
case-07 | pass→pass | 8,958 | 7,121 | -21% | 1 | 1 | 0% | 1,595 | 2,506 | +57% | 0 | 0 | — |
case-08 | pass→fail | 8,769 | 7,590 | -13% | 1 | 1 | 0% | 1,758 | 1,621 | -8% | 0 | 0 | — |
case-09 | fail→fail | 15,819 | 9,888 | -37% | 1 | 1 | 0% | 2,812 | 1,857 | -34% | 0 | 0 | — |
case-10 | pass→fail | 9,679 | 8,212 | -15% | 1 | 1 | 0% | 1,536 | 1,646 | +7% | 0 | 0 | — |
case-11 | pass→fail | 8,441 | 9,119 | +8% | 1 | 1 | 0% | 1,430 | 1,689 | +18% | 0 | 0 | — |
case-12 | pass→fail | 8,823 | 12,230 | +39% | 1 | 1 | 0% | 1,616 | 2,167 | +34% | 0 | 0 | — |
case-13 | pass→pass | 9,518 | 9,463 | -1% | 1 | 1 | 0% | 1,739 | 2,818 | +62% | 0 | 0 | — |
case-14 | pass→fail | 11,861 | 7,166 | -40% | 1 | 1 | 0% | 2,275 | 1,656 | -27% | 0 | 0 | — |
case-15 | fail→fail | 7,225 | 5,849 | -19% | 1 | 1 | 0% | 1,387 | 1,448 | +4% | 0 | 0 | — |
case-16 | pass→fail | 10,448 | 5,811 | -44% | 1 | 1 | 0% | 1,851 | 1,552 | -16% | 0 | 0 | — |
case-17 | fail→fail | 9,490 | 10,617 | +12% | 1 | 1 | 0% | 1,538 | 1,791 | +16% | 0 | 0 | — |
case-18 | fail→fail | 6,386 | 15,945 | +150% | 1 | 1 | 0% | 215 | 3,275 | +1423% | 0 | 0 | — |
case-19 | fail→fail | 7,718 | 9,562 | +24% | 1 | 1 | 0% | 1,094 | 1,820 | +66% | 0 | 0 | — |
case-20 | fail→fail | 12,184 | 9,866 | -19% | 1 | 1 | 0% | 2,019 | 1,535 | -24% | 0 | 0 | — |
case-21 | fail→fail | 13,999 | 9,169 | -35% | 1 | 1 | 0% | 2,435 | 1,693 | -30% | 0 | 0 | — |
case-22 | fail→fail | 13,051 | 9,581 | -27% | 1 | 1 | 0% | 162 | 1,803 | +1013% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted, and 5 counted toward the lift figure. The other 17 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. A headline lift is not published for this run.
| Model | Method | Date | Lift |
|---|---|---|---|
| gemini-3.6-flash | verified | 8/11/2026 | -5% |
Other measured skills in the registry, with their headline benchmark lift.