# Tushare Finance

> Use when 获取中国金融市场数据（A股、港股、美股、基金、期货、债券）。支持220+个Tushare Pro接口：股票行情、财务报表、宏观经济指标。当用户请求股价数据、财务分析、指数行情、GDP/CPI等宏观数据时使用。. Use when working with tushare finance.

- Skill: `oyi77/tushare-finance` (Agent Skill)
- Install (CLI): `npx skillmds add oyi77/tushare-finance`
- Raw SKILL.md: https://api.skillmd.com/api/skills/oyi77/tushare-finance/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: Apache-2.0
- Author: oyi77 (https://skillmd.com/u/oyi77)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/oyi77/tushare-finance

---


# Tushare Finance

## When to Use

**Trigger phrases:**
- "tushare finance"
- "Help me with tushare finance"

**Use cases:**
- When the task matches this skill's domain expertise

**When NOT to use:**
- For tasks outside this skill's scope


本 skill 通过 Tushare Pro API 获取中国金融市场数据，支持 220+ 个数据接口。


## When NOT to Use

- When you cannot afford to lose the capital at risk
- For instruments you do not understand
- When emotional state impairs judgment (revenge trading, FOMO)


## Overview

Tushare Finance provides market analysis capabilities with risk management.

## Workflow

```python
# Example: Position sizing (Kelly Criterion)
def kelly_size(win_rate: float, avg_win: float, avg_loss: float) -> float:
    if avg_loss == 0: return 0
    b = avg_win / abs(avg_loss)
    kelly = (win_rate * b - (1 - win_rate)) / b
    return max(0, min(kelly * 0.5, 0.02))  # Half-Kelly, max 2%
```

1. **Research** — Analyze market conditions and opportunities
2. **Plan** — Define entry, exit, and position sizing
3. **Execute** — Place trades with proper order types
4. **Monitor** — Track positions and market changes
5. **Manage risk** — Apply stop-losses and hedging
6. **Review** — Post-trade analysis and journaling

## Risk Management

- Never risk more than 1-2% of portfolio per trade
- Set stop-loss before entering any position
- Diversify across uncorrelated assets
- Size positions based on volatility (ATR)
- Have a maximum daily loss limit

## Key Metrics

- Win rate and profit factor
- Sharpe ratio and max drawdown
- Average risk-reward ratio
- Expectancy per trade
- Correlation to benchmark

## Discipline Rules

- Follow your trading plan — no impulsive trades
- Cut losses short, let winners run
- Review every trade in your journal
- Never revenge trade after a loss
- Take breaks after consecutive losses

## Anti-Rationalization Table

| Rationalization | Reality |
|---|---|
| "I will cut losses later" | Later never comes. Set stop-losses before entering any trade. |
| "This time is different" | It never is. Follow your strategy, not your emotions. |
| "I do not need to journal" | Journaling reveals patterns in your behavior. Track every trade. |


## Process

1. **Prepare** — Gather requirements, verify prerequisites, set up environment
1. **Execute** — Run tushare finance workflow with configured parameters
1. **Verify** — Validate output meets requirements, document results

## Verification

- [ ] All steps executed successfully
- [ ] Results validated against acceptance criteria
- [ ] Error handling tested with edge cases
- [ ] Documentation updated with findings