HK Stock Predictor#

Research a Hong Kong listed stock or theme, then turn the analysis into clear, time-bounded predictions.

Minimal Input#

User can provide any of:

json

{
  "symbol": "00700",
  "horizon": "30d"
}

json

{
  "theme": "南向资金持续流入的恒生科技成分股",
  "horizon": "14d"
}

Agent Normalization#

Normalize input before analysis:

• symbol: keep the 5-digit HK code when possible, also map to .HK form for external data.
• companyName: resolve from ticker or user text.
• horizon: normalize to one of 5d|14d|30d|90d|event.
• benchmark: default to HSI or HSTECH for tech-heavy names.
• predictionType: choose direction|range|event|relative-performance.

Preferred Data Stack#

If these skills are available, use them in this order:

1. akshare-skill for broad market and company data.
2. hk-stock-analysis for HK-specific analysis framework.
3. cross-border-flow-tracker for southbound flow and positioning.
4. market-overview for index and sector context.

Fallback sources if the skills are not installed:

• HKEX / HKEXnews
• AAStocks
• ET Net
• AASTOCKS southbound / short selling pages
• public financial data providers with clear source attribution

Deterministic Workflow#

1. Validate the target.
   • Reject symbols that cannot be resolved to a Hong Kong listed security.
   • If the user gives only a theme, narrow to 3-10 HK candidates first.
2. Build market context.
   • Capture HSI, HSCEI, and HSTECH direction.
   • Note sector rotation, overnight macro drivers, and any major policy headline.
3. Gather company facts.
   • Current price, market cap, 52-week range, valuation, earnings date, lot size, daily turnover.
4. Gather HK-specific signals.
   • Southbound net buy/sell trend.
   • Short selling ratio and unusual changes.
   • AH premium or discount if dual-listed.
   • Liquidity warning if turnover is weak or spread is wide.
5. Build the thesis.
   • State bull, base, and bear cases.
   • For each case, list 2-4 drivers and 1-2 invalidation signals.
6. Convert thesis into forecastable statements.
   • Use binary, range, or relative-performance formats.
   • Every statement must be time-bounded and externally resolvable.
7. Rank prediction candidates.
   • Prefer high observability, low ambiguity, and direct catalyst linkage.
   • Avoid questions that require subjective wording such as "表现好不好".
8. Return the analysis and top prediction candidates.

Prediction Design Rules#

Good prediction candidates:

• "Will 00700 close above HK$520 on or before 2026-04-30?"
• "Will 09988 outperform the Hang Seng Tech Index between now and 2026-05-15?"
• "Will 02318 report YoY net profit growth above 10% in the next earnings release?"

Avoid:

• vague targets without dates
• subjective wording
• multi-condition questions that resolve unclearly
• tiny illiquid stocks where resolution may be distorted

Output#

Return one structured object plus a readable summary.

json

{
  "ok": true,
  "normalizedInput": {
    "symbol": "00700",
    "symbolYahoo": "0700.HK",
    "companyName": "Tencent Holdings",
    "horizon": "30d",
    "benchmark": "HSTECH",
    "predictionType": "direction"
  },
  "marketContext": {
    "indices": [],
    "sectorTone": "",
    "macroDrivers": []
  },
  "evidence": {
    "fundamental": [],
    "technical": [],
    "flow": [],
    "hkSpecific": []
  },
  "scenarioAnalysis": {
    "bull": [],
    "base": [],
    "bear": []
  },
  "predictionCandidates": [
    {
      "title": "",
      "type": "direction|range|event|relative-performance",
      "deadlineIsoUtc": "",
      "resolutionSource": "",
      "confidence": 0,
      "why": []
    }
  ],
  "recommendedPrediction": {
    "title": "",
    "deadlineIsoUtc": "",
    "confidence": 0,
    "keyRisks": []
  },
  "warnings": []
}

Summary Template#

markdown

# [公司名称] ([代码].HK) 港股推演

## 核心判断
- 方向判断:
- 时间窗口:
- 相对基准:

## 关键证据
- 基本面:
- 技术面:
- 资金面:
- 港股特有因子:

## 三种情景
- Bull:
- Base:
- Bear:

## 可预测题目
1. [候选题目 1]
2. [候选题目 2]
3. [候选题目 3]

## 首选题目
- 题目:
- 截止时间:
- 置信度:
- 主要风险:

If The User Wants Gougoubi Conversion#

Convert the top prediction candidate into Gougoubi-ready fields:

• marketName: use the selected prediction title.
• deadlineIsoUtc: use the prediction deadline.
• rules: include exact resolution source, timezone, comparison field, and tie handling.
• tags: include hong-kong-stocks, sector tag, catalyst tag, and horizon tag.

Boundaries#

• Do not claim "all HK stocks" were checked unless the scan actually covered the full universe.
• Do not hide missing data. Surface gaps in warnings.
• Do not give investment advice phrased as certainty.
• Prefer liquid names and observable events when generating prediction questions.