china-idea-generation
Purpose
Systematically surface new A股投资机会 through quantitative screens, thematic analysis, and pattern recognition.
Data Sources
Primary: iFind MCP (Tier-1 付费) / AkShare MCP (Tier-2 免费备选)
get_market_overview() → Top gainers, losers, most active
get_quote(ticker) → Price, PE, PB, market cap
get_historical_data(ticker) → Price trends, momentum
get_financials(ticker, "income") → Financial metrics
get_financials(ticker, "balance") → Balance sheet health
get_industry_stocks(industry="...") → Peer comparison
Secondary Screening Data
| Data |
Source |
Use |
| 龙虎榜 (Dragon-Tiger list) |
东方财富 |
Unusual activity, institutional interest |
| 北向资金 (Northbound flows) |
沪深港通 |
Foreign investor sentiment |
| 融资融券 (Margin trading) |
交易所 |
Leverage and sentiment |
| 股东人数变化 |
巨潮 |
Institutional accumulation/distribution |
| 机构持仓 |
季报/F10 |
Fund ownership trends |
| 大宗交易 (Block trades) |
交易所 |
Smart money signals |
Workflow
Step 1: Define Screen Criteria
Investment philosophy alignment:
- Value vs Growth vs GARP vs Momentum
- Market cap preference (large / mid / small)
- Sector focus or sector-agnostic
- Liquidity requirements (turnover threshold)
- Risk tolerance (volatility, leverage, earnings stability)
Screen parameters (A-share specific):
| Parameter |
Typical Range |
Notes |
| PE (TTM) |
5-50x |
Avoid negative PE |
| PB |
0.5-5x |
<1x may indicate distress |
| PS |
0.5-5x |
For high-growth unprofitable |
| Market cap |
>50亿 |
Liquidity threshold |
| Daily turnover |
>5000万 |
Tradability |
| ROE |
>10% |
Quality filter |
| Debt/Equity |
<100% |
Financial health |
| Revenue growth |
>10% |
Growth filter |
| EPS growth |
>15% |
Earnings momentum |
Step 2: Quantitative Screens
Screen 1: Deep Value (深度价值)
Filters:
- PE (TTM) < 15x AND PB < 1.5x
- ROE > 10% (past 3 years average)
- Debt/Equity < 80%
- Revenue growth > 0% (not declining)
- Market cap > 30亿
Output: Value candidates with potential mispricing
Screen 2: Growth at Reasonable Price (GARP)
Filters:
- PEG < 1.0 (PE / growth rate)
- Revenue growth > 20%
- Gross margin > 30%
- ROE > 15%
- Market cap > 100亿
Output: Quality growth at reasonable multiples
Screen 3: Momentum (趋势跟踪)
Filters:
- Price above 20-day MA AND 60-day MA
- Price within 10% of 52-week high
- Volume above 20-day average
- RSI between 40-70 (not overbought)
- Upward earnings revision
Output: Momentum names in uptrends
Screen 4: Turnaround (困境反转)
Filters:
- Recent loss or margin compression
- New management / strategy announced
- Order book recovering
- Debt restructuring completed
- Insiders buying
Output: Potential turnaround candidates
Screen 5: Dividend Yield (高股息)
Filters:
- Dividend yield > 3%
- Payout ratio < 60%
- FCF positive and stable
- Debt/Equity < 100%
- Stable earnings history
Output: High-quality income names
Screen 6: Special Situations (事件驱动)
Filters:
- Lock-up expiry within 3 months (限售解禁)
- M&A announcement pending
- Regulatory catalyst (集采结果, etc.)
- Index inclusion/exclusion
- STAR/ChiNext eligibility
Output: Event-driven opportunities
Step 3: Thematic Research
Identify emerging themes:
| Theme Type |
Examples (A-share) |
Data Sources |
| Policy-driven |
国产替代, 新基建, 双碳 |
政策文件, 部委公告 |
| Technology |
AI应用, 自动驾驶, 机器人 |
技术进展, 订单公告 |
| Demographics |
老龄化, 少子化 |
人口数据, 消费数据 |
| Consumption |
消费升级, 国货崛起 |
零售数据, 品牌调研 |
| Industrial |
高端制造, 专精特新 |
行业数据, 政策 |
Thematic screening approach:
- Define theme and investable universe
- Map A-share companies to theme
- Rank by exposure and quality
- Identify pure-plays vs beneficiaries
Step 4: Technical Analysis
A-share technical considerations:
| Indicator |
Use |
| 均线 (Moving averages) |
Trend direction (5/10/20/60/120 day) |
| MACD |
Momentum and trend changes |
| RSI |
Overbought/oversold |
| KDJ |
Short-term momentum |
| 成交量 (Volume) |
Confirmation of moves |
| 龙虎榜 |
Institutional activity |
| 北向资金 |
Foreign flows |
Chart patterns to watch:
- 突破 (breakout) — above resistance
- 回踩 (pullback to support) — entry opportunity
- 双底/头肩 (double bottom/head & shoulders) — reversal signals
- 量价背离 (volume-price divergence) — trend exhaustion
Step 5: Fundamental Deep Dive
For each candidate:
- Business model review: How does company make money?
- Financial health: Balance sheet, cash flow, earnings quality
- Competitive position: Market share, moat, pricing power
- Management quality: Track record, capital allocation
- Valuation: vs peers, vs history, vs international peers
- Catalyst: What could re-rate the stock?
Red flag checklist:
- 商誉占比过高 (>30% of equity)
- 应收账款增速 > 收入增速
- 经营现金流持续为负
- 大股东质押比例过高 (>50%)
- 审计意见非标准无保留
- 频繁变更会计师事务所
- 关联交易占比高
Step 6: Build the Ideas List
Standard format:
| Rank |
Ticker |
Company |
Sector |
Idea Type |
Thesis |
Catalyst |
Risk |
Conviction |
| {{RANK}} |
{{TICKER}} |
{{COMPANY_NAME}} |
{{SECTOR}} |
{{DIRECTION}} |
{{THESIS}} |
{{CATALYST}} |
{{RISK}} |
{{CONVICTION}} |
| Example |
600519 |
贵州茅台 |
白酒 |
Long |
批价稳+动销旺+分红高 |
Q1业绩超预期 |
批价下行 |
High |
| 2 |
... |
... |
... |
... |
... |
... |
... |
... |
Conviction levels:
- High: Strong thesis, clear catalyst, limited downside
- Medium: Good thesis, catalyst timeline uncertain
- Low: Exploratory, needs more research
Step 7: Monitor & Update
Ongoing tracking:
- Weekly price and news updates
- Catalyst tracking (china-catalyst-calendar)
- Thesis validation / invalidation
- Position sizing recommendations
Update triggers:
- Earnings results
- Material news (M&A, guidance, regulation)
- Price moves >15% in a week
- Thesis breaking or confirming
China-Specific Screening Considerations
Market Structure
| Feature |
Screening Implication |
| 涨跌停限制 |
Momentum may be interrupted |
| 散户占比高 |
Sentiment-driven overreactions common |
| 政策敏感 |
Regulatory risk premium in certain sectors |
| 北向资金 |
Track foreign flows for large-caps |
| 龙虎榜 |
Unusual activity signals |
| 停牌 (Trading halt) |
Due diligence risk for suspended names |
Common A-share Investment Styles
| Style |
Description |
Key Metrics |
| 价值投资 |
Deep value, dividend, asset-based |
PB, dividend yield, 破净 |
| 成长投资 |
High growth, innovation |
Revenue growth, R&D intensity |
| 主题投资 |
Policy/trend themes |
Catalyst proximity, theme purity |
| 技术分析 |
Chart-based trading |
均线, MACD, 量价 |
| 量化策略 |
Systematic, factor-based |
Multi-factor models |
| 打新 |
IPO subscription |
中签率, 涨幅预期 |
Sector-Specific Screening
| Sector |
Screening Focus |
| 白酒 |
批价趋势, 渠道库存, 回款, 品牌力 |
| 半导体 |
产能利用率, 国产替代进度, 技术迭代 |
| 新能源 |
产能过剩/出清, 技术路线, 补贴退坡影响 |
| 医药 |
创新药管线, 集采中标, 国际化 |
| 银行 |
NIM趋势, 不良率, 拨备, 估值 (破净) |
| 房地产 |
销售额, 融资能力, 土储质量 |
| 消费 |
动销, 库存, 消费升级/降级趋势 |
Quality Checks
Before delivering ideas list:
1---2name: china-idea-generation3description: Systematic stock screening and investment idea sourcing for A-share markets. Combines quantitative screens, thematic research, and pattern recognition to surface new long and short ideas. Adapted from the original idea-generation skill for Chinese market conventions and data sources. Triggers on "A股选股", "股票筛选", "寻找机会", "stock screen China", "A-share ideas", "find ideas for Chinese stocks", or "screen for A-share opportunities".4---56# china-idea-generation78## Purpose910Systematically surface new **A股投资机会** through quantitative screens, thematic analysis, and pattern recognition.1112## Data Sources1314### Primary: iFind MCP (Tier-1 付费) / AkShare MCP (Tier-2 免费备选)1516```python17get_market_overview() → Top gainers, losers, most active18get_quote(ticker) → Price, PE, PB, market cap19get_historical_data(ticker) → Price trends, momentum20get_financials(ticker, "income") → Financial metrics21get_financials(ticker, "balance") → Balance sheet health22get_industry_stocks(industry="...") → Peer comparison23```2425### Secondary Screening Data2627| Data | Source | Use |28|------|--------|-----|29| 龙虎榜 (Dragon-Tiger list) | 东方财富 | Unusual activity, institutional interest |30| 北向资金 (Northbound flows) | 沪深港通 | Foreign investor sentiment |31| 融资融券 (Margin trading) | 交易所 | Leverage and sentiment |32| 股东人数变化 | 巨潮 | Institutional accumulation/distribution |33| 机构持仓 | 季报/F10 | Fund ownership trends |34| 大宗交易 (Block trades) | 交易所 | Smart money signals |3536## Workflow3738### Step 1: Define Screen Criteria3940**Investment philosophy alignment:**41- Value vs Growth vs GARP vs Momentum42- Market cap preference (large / mid / small)43- Sector focus or sector-agnostic44- Liquidity requirements (turnover threshold)45- Risk tolerance (volatility, leverage, earnings stability)4647**Screen parameters (A-share specific):**4849| Parameter | Typical Range | Notes |50|-----------|--------------|-------|51| PE (TTM) | 5-50x | Avoid negative PE |52| PB | 0.5-5x | <1x may indicate distress |53| PS | 0.5-5x | For high-growth unprofitable |54| Market cap | >50亿 | Liquidity threshold |55| Daily turnover | >5000万 | Tradability |56| ROE | >10% | Quality filter |57| Debt/Equity | <100% | Financial health |58| Revenue growth | >10% | Growth filter |59| EPS growth | >15% | Earnings momentum |6061### Step 2: Quantitative Screens6263**Screen 1: Deep Value (深度价值)**6465```66Filters:67- PE (TTM) < 15x AND PB < 1.5x68- ROE > 10% (past 3 years average)69- Debt/Equity < 80%70- Revenue growth > 0% (not declining)71- Market cap > 30亿7273Output: Value candidates with potential mispricing74```7576**Screen 2: Growth at Reasonable Price (GARP)**7778```79Filters:80- PEG < 1.0 (PE / growth rate)81- Revenue growth > 20%82- Gross margin > 30%83- ROE > 15%84- Market cap > 100亿8586Output: Quality growth at reasonable multiples87```8889**Screen 3: Momentum (趋势跟踪)**9091```92Filters:93- Price above 20-day MA AND 60-day MA94- Price within 10% of 52-week high95- Volume above 20-day average96- RSI between 40-70 (not overbought)97- Upward earnings revision9899Output: Momentum names in uptrends100```101102**Screen 4: Turnaround (困境反转)**103104```105Filters:106- Recent loss or margin compression107- New management / strategy announced108- Order book recovering109- Debt restructuring completed110- Insiders buying111112Output: Potential turnaround candidates113```114115**Screen 5: Dividend Yield (高股息)**116117```118Filters:119- Dividend yield > 3%120- Payout ratio < 60%121- FCF positive and stable122- Debt/Equity < 100%123- Stable earnings history124125Output: High-quality income names126```127128**Screen 6: Special Situations (事件驱动)**129130```131Filters:132- Lock-up expiry within 3 months (限售解禁)133- M&A announcement pending134- Regulatory catalyst (集采结果, etc.)135- Index inclusion/exclusion136- STAR/ChiNext eligibility137138Output: Event-driven opportunities139```140141### Step 3: Thematic Research142143**Identify emerging themes:**144145| Theme Type | Examples (A-share) | Data Sources |146|-----------|-------------------|-------------|147| Policy-driven | 国产替代, 新基建, 双碳 | 政策文件, 部委公告 |148| Technology | AI应用, 自动驾驶, 机器人 | 技术进展, 订单公告 |149| Demographics | 老龄化, 少子化 | 人口数据, 消费数据 |150| Consumption | 消费升级, 国货崛起 | 零售数据, 品牌调研 |151| Industrial | 高端制造, 专精特新 | 行业数据, 政策 |152153**Thematic screening approach:**1541. Define theme and investable universe1552. Map A-share companies to theme1563. Rank by exposure and quality1574. Identify pure-plays vs beneficiaries158159### Step 4: Technical Analysis160161**A-share technical considerations:**162163| Indicator | Use |164|-----------|-----|165| 均线 (Moving averages) | Trend direction (5/10/20/60/120 day) |166| MACD | Momentum and trend changes |167| RSI | Overbought/oversold |168| KDJ | Short-term momentum |169| 成交量 (Volume) | Confirmation of moves |170| 龙虎榜 | Institutional activity |171| 北向资金 | Foreign flows |172173**Chart patterns to watch:**174- 突破 (breakout) — above resistance175- 回踩 (pullback to support) — entry opportunity176- 双底/头肩 (double bottom/head & shoulders) — reversal signals177- 量价背离 (volume-price divergence) — trend exhaustion178179### Step 5: Fundamental Deep Dive180181**For each candidate:**1821831. **Business model review**: How does company make money?1842. **Financial health**: Balance sheet, cash flow, earnings quality1853. **Competitive position**: Market share, moat, pricing power1864. **Management quality**: Track record, capital allocation1875. **Valuation**: vs peers, vs history, vs international peers1886. **Catalyst**: What could re-rate the stock?189190**Red flag checklist:**191- 商誉占比过高 (>30% of equity)192- 应收账款增速 > 收入增速193- 经营现金流持续为负194- 大股东质押比例过高 (>50%)195- 审计意见非标准无保留196- 频繁变更会计师事务所197- 关联交易占比高198199### Step 6: Build the Ideas List200201**Standard format:**202203| Rank | Ticker | Company | Sector | Idea Type | Thesis | Catalyst | Risk | Conviction |204|------|--------|---------|-------|-----------|--------|----------|------|------------|205| {{RANK}} | {{TICKER}} | {{COMPANY_NAME}} | {{SECTOR}} | {{DIRECTION}} | {{THESIS}} | {{CATALYST}} | {{RISK}} | {{CONVICTION}} |206| Example | 600519 | 贵州茅台 | 白酒 | Long | 批价稳+动销旺+分红高 | Q1业绩超预期 | 批价下行 | High |207| 2 | ... | ... | ... | ... | ... | ... | ... | ... |208209**Conviction levels:**210- **High**: Strong thesis, clear catalyst, limited downside211- **Medium**: Good thesis, catalyst timeline uncertain212- **Low**: Exploratory, needs more research213214### Step 7: Monitor & Update215216**Ongoing tracking:**217- Weekly price and news updates218- Catalyst tracking (china-catalyst-calendar)219- Thesis validation / invalidation220- Position sizing recommendations221222**Update triggers:**223- Earnings results224- Material news (M&A, guidance, regulation)225- Price moves >15% in a week226- Thesis breaking or confirming227228## China-Specific Screening Considerations229230### Market Structure231232| Feature | Screening Implication |233|---------|----------------------|234| 涨跌停限制 | Momentum may be interrupted |235| 散户占比高 | Sentiment-driven overreactions common |236| 政策敏感 | Regulatory risk premium in certain sectors |237| 北向资金 | Track foreign flows for large-caps |238| 龙虎榜 | Unusual activity signals |239| 停牌 (Trading halt) | Due diligence risk for suspended names |240241### Common A-share Investment Styles242243| Style | Description | Key Metrics |244|-------|-------------|-------------|245| 价值投资 | Deep value, dividend, asset-based | PB, dividend yield, 破净 |246| 成长投资 | High growth, innovation | Revenue growth, R&D intensity |247| 主题投资 | Policy/trend themes | Catalyst proximity, theme purity |248| 技术分析 | Chart-based trading | 均线, MACD, 量价 |249| 量化策略 | Systematic, factor-based | Multi-factor models |250| 打新 | IPO subscription | 中签率, 涨幅预期 |251252### Sector-Specific Screening253254| Sector | Screening Focus |255|--------|----------------|256| 白酒 | 批价趋势, 渠道库存, 回款, 品牌力 |257| 半导体 | 产能利用率, 国产替代进度, 技术迭代 |258| 新能源 | 产能过剩/出清, 技术路线, 补贴退坡影响 |259| 医药 | 创新药管线, 集采中标, 国际化 |260| 银行 | NIM趋势, 不良率, 拨备, 估值 (破净) |261| 房地产 | 销售额, 融资能力, 土储质量 |262| 消费 | 动销, 库存, 消费升级/降级趋势 |263264## Quality Checks265266Before delivering ideas list:267- [ ] Screen criteria documented and reproducible268- [ ] Each candidate has fundamental backing269- [ ] Catalysts identified for each idea270- [ ] Risk factors clearly stated271- [ ] Conviction levels assigned272- [ ] Liquidity verified (tradable)273- [ ] Regulatory/compliance review passed274> **Data Source Mode Switch**: Set env var `IFIND_DATA_SOURCE_MODE` to control data source preference.275> - `ifind-only` (strict): Use iFind only, error if unavailable276> - `ifind-fallback` (default): iFind preferred, fallback to AkShare277> - `akshare-only, wind-only (Wind only), wind-fallback (Wind first, fallback to iFind → AkShare)`: Skip iFind, use AkShare only