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china-skill-creator

Create new China-specific financial skills following the established patterns and conventions. Use this meta-skill to scaffold new china-* skills that integrate with iFind MCP (Tier-1) and AkShare MCP (Tier-2 fallback), follow CAS accounting standards, and adapt workflows for the Chinese market. Triggers on "创建中国skill", "新建A股skill", "create china skill", "new china-skill", "制作skill", or when creating any new china-* skill.

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  • SKILL.md8.8 KB

SKILL.md (original)

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china-skill-creator

Purpose

Create new china- skills* — scaffold and template new skills for the China financial services plugin ecosystem.

When to Use

Use this skill when:

  • Creating a new china-* skill from scratch
  • Adapting an existing plugins/ skill to China context
  • Extending the china/ directory with new capabilities
  • Ensuring consistency with existing china-* skill patterns

Skill Creation Pattern

Step 1: Choose Vertical

Vertical mapping:

Original VerticalChina VerticalPath
financial-analysis/china-finance/china/vertical-plugins/china-finance/skills/
equity-research/china-finance/china/vertical-plugins/china-finance/skills/
investment-banking/investment-banking/china/vertical-plugins/investment-banking/skills/
private-equity/private-equity/china/vertical-plugins/private-equity/skills/
wealth-management/wealth-management/china/vertical-plugins/wealth-management/skills/
fund-admin/fund-admin/china/vertical-plugins/fund-admin/skills/
operations/operations/china/vertical-plugins/operations/skills/

Step 2: Name Convention

Naming rules:

  • All China skills prefix: china-
  • Mirror original skill name: china-[original-name]
  • Lowercase with hyphens: china-3-statement-model
  • Directory matches skill name

Examples:

OriginalChina Version
comps-analysischina-comps-analysis
earnings-analysischina-earnings-analysis
client-reportchina-client-report

Step 3: Frontmatter Template

Required frontmatter:

---
name: china-[skill-name]
description: [Chinese + English description]. Triggers on "A股[keywords]", "[Chinese keywords]", "[English keywords]", or "[example usage]".
---

Frontmatter rules:

  • name: lowercase with hyphens, prefixed china-
  • description: Include Chinese trigger words and English fallback
  • Must include --- delimiters

Step 4: SKILL.md Structure Template

Standard structure:

---
name: china-[skill-name]
description: [description with triggers]
---

# china-[skill-name]

## Purpose

[One-line description in Chinese + English]

## Data Sources

### Tier 0 — 万得 Wind(最全面付费数据)
- 覆盖:A股/港美股/基金/指数/债券/宏观/研报/分析(44个工具)
- MCP 服务:`wind-mcp`(需 `WIND_API_KEY` 密钥,以 `ak_` 开头)
- 优势:全市场覆盖面最广、数据最全面、包含研报和量化分析
- 密钥申请:https://aifinmarket.wind.com.cn/#/home

### Tier 1 — 同花顺 iFind(付费精确数据) / AkShare(Tier-2 免费备选)

\```python
get_quote(ticker)                     → [what it returns]
get_financials(ticker, "income")      → [what it returns]
\```

### Secondary Sources
- 巨潮 — [usage]
- 上交所/深交所 — [usage]
- Wind / Choice — [usage]

## Workflow

### Step 1: [Step Name]

[Content]

### Step 2: [Step Name]

[Content]

[... more steps ...]

## China-Specific Considerations

### [Topic]

[China-specific guidance]

## Quality Checks

Before delivering:
- [ ] [Check 1]
- [ ] [Check 2]
- [ ] [Check 3]

Step 5: China Adaptation Checklist

When adapting from original skill:

Adaptation AreaChina-Specific Changes
Data sourcesReplace Western sources with iFind/AkShare/巨潮/同花顺
AccountingUS GAAP → CAS
TaxUS tax → 25% China corporate tax
CurrencyUSD → CNY (¥)
Units$M → 万元 / 亿元
TerminologyEnglish → Chinese (归母净利润, etc.)
MarketUS markets → A-share (主板/创业板/科创板)
RegulationsSEC → CSRC / 证监会
IndustryUS sectors → 东方财富 categories
Reporting10-K/Q → 年报/季报

Step 6: Required Sections

Every china-* SKILL.md must include:

SectionRequired?Content
name✓Frontmatter, china- prefix
description✓Chinese + English, triggers
## Purpose✓One-line description
## Data Sources✓iFind MCP (primary) + AkShare (fallback)
## Workflow✓Step-by-step process
## China-Specific Considerations✓China adaptations
## Quality Checks✓Pre-delivery checklist

Step 7: Data Source Tool Reference (iFind + AkShare)

Commonly used tools:

# Market data
get_quote(ticker)                    → Current quote
get_historical_data(ticker)          → Historical prices
get_index_data(index_code)           → Index data
get_market_overview()                → Market summary

# Financials
get_financials(ticker, "income")     → Income statement
get_financials(ticker, "balance")    → Balance sheet
get_financials(ticker, "cashflow")   → Cash flow

# Industry & peers
get_industry_stocks(industry="...")   → Industry peers
get_stock_info(ticker)               → Company info

# Funds
get_fund_data(fund_code)             → Fund data

# News (china-news MCP — separate server)
get_stock_news(ticker="{{TICKER}}")         → Individual stock news
get_market_headlines(top_n=20)              → Market headlines

Step 8: Common Patterns

CAS Accounting terms to use:

  • 营业收入 (Revenue, net of VAT)
  • 营业成本 (COGS)
  • 归母净利润 (Net income to parent)
  • 扣非净利润 (Non-GAAP net income)
  • 经营现金流 (Operating CF)
  • 资本支出 (CapEx)
  • EPS (每股收益)
  • ROE (净资产收益率)
  • 毛利率 (Gross margin)
  • 净利率 (Net margin)

A-share conventions:

  • Stock codes: 6-digit (e.g., "600519", "000001")
  • No exchange prefix
  • 主板/创业板/科创板/北交所
  • 涨跌停: ±10% (±20% for 创业板/科创板)
  • 千元 / 万元 / 亿元 units

Tax conventions:

  • Corporate tax: 25% (15% for 高新技术企业)
  • VAT: 13% (standard), excluded from revenue
  • Stamp duty: 0.05% on seller
  • Dividend tax: 20% (10% for >1 year holding)

Step 9: Forbidden Patterns

Never use in china- skills:*

Western data sources, indices, and filing systems must be replaced with China-native equivalents (iFind / AkShare / 巨潮 / 上交所 / 深交所 / 中证指数 / 东方财富 / 企查查 / 晨星中国). The check-china.py validation script enforces this — any skill containing these patterns will fail validation.

See the "China Adaptation Checklist" (Step 5) for the full mapping.

Step 10: Validation

After creating a new skill:

# Check for forbidden patterns
cd china && python3 scripts/check-china.py

# Sync to agent bundles
python3 scripts/sync-china-skills.py

Quick-Start Template

---
name: china-[name]
description: [Chinese description with triggers].
---

# china-[name]

## Purpose

[Chinese + English description]

## Data Sources

### Tier 0 — 万得 Wind(最全面付费数据)
- 覆盖:A股/港美股/基金/指数/债券/宏观/研报/分析(44个工具)
- MCP 服务:`wind-mcp`(需 `WIND_API_KEY` 密钥,以 `ak_` 开头)
- 优势:全市场覆盖面最广
- 密钥申请:https://aifinmarket.wind.com.cn/#/home

### Tier 1 — 同花顺 iFind(付费精确数据) / AkShare(Tier-2 免费备选)

\```python
get_quote(ticker) → [description]
\```

### Secondary Sources
- 巨潮 — [usage]

## Workflow

### Step 1: [Name]

[Content]

### Step 2: [Name]

[Content]

## China-Specific Considerations

[Content]

## Quality Checks

Before delivering:
- [ ] [Check 1]
- [ ] [Check 2]

Example: Creating a New Skill

Scenario: Create china-portfolio-optimization

  1. Choose vertical: china-finance (financial analysis)
  2. Create directory: china/vertical-plugins/china-finance/skills/china-portfolio-optimization/
  3. Create SKILL.md: Use template above
  4. Add China adaptations:
    • Use A-share universe
    • Consider 涨跌停 limits
    • Factor in 北向资金 flows
    • Use 东方财富 sector classifications
  5. Sync: Run sync-china-skills.py
  6. Validate: Run check-china.py

Data Source Mode Switch: Set env var IFIND_DATA_SOURCE_MODE to control data source preference.

  • ifind-only (strict): Use iFind only, error if unavailable
  • ifind-fallback (default): iFind preferred, fallback to AkShare
  • akshare-only: Skip iFind, use AkShare only

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