股票/基金/期货量化分析工具（新增MCP接入）

价格

以上为公开标价。你的组织可能有协议价，以控制台显示的价格为准。

如何使用

1. 1

   为组织安装

   开通即安装：组织固定使用开通时的版本（当前为 1.0.0）。升级到新版本需要取消后重新开通。

2. 2

   创建凭证

   客户端使用组织凭证读取；绑定到数字人后，数字人使用绑定凭证按需加载。请求中携带：

   Authorization: Bearer $ZGI_MARKET_KEY

3. 3

   读取清单与安装包

   清单列出版本、文件和校验值；安装包是一个 zip 文件。

   curl "https://market-api.zgi.im/v1/market/skills/aistockresearcher/manifest" \
     -H "Authorization: Bearer $ZGI_MARKET_KEY"

   curl "https://market-api.zgi.im/v1/market/skills/aistockresearcher/package" \
     -H "Authorization: Bearer $ZGI_MARKET_KEY" \
     -o aistockresearcher.zip

   读取清单和下载安装包不计入用量。下载后请用响应头中的 SHA-256 校验文件。

技能说明

名称

stock-researcher

说明

全球智能投研工具 v11.0 — 多源数据强化 + AI 期货/资金流/指数/组合深度分析 + 金融六日 MCP 桥接。 叠加 v10.0 多源金融数据 + v9.8 知识库 12 适配器 + v9.5 大佬圆桌。 全资产量化 + 真实数据源，覆盖 12 个全球市场，零依赖核心（纯 stdlib）。 🆕 v11.0 量化锋刃（11 大变更）： 数据：data_multi_source.py 新增 4 数据源适配器 + SinaFinanceAdapter（新浪财经：A股/港股/美股实时行情+K线，免费无 Key） + XueqiuAdapter（雪球：A股行情+情绪，免费无 Key） + FuturesExchangeAdapter（上期所/大商所/郑商所：期货快照+历史K线+夜盘，免费无 Key） + TonghuashunAdapter（同花顺：A股行情+资金流，免费无 Key） + ExternalMCPAdapter（占位：金融六日外部 MCP，通过 stdio 桥接） + DataCategory 新增 3 类（FUTURES_HISTORY/MONEY_FLOW/SENTIMENT） + ETag/If-Modified-Since 缓存 + 时效分级 (realtime/delayed_15m/closing/estimated/stale) + 多源交叉验证 (cross_validate, 字段中位数融合 + 偏差容忍度) + 3σ + IQR 二阶段异常值检测 (detect_anomaly) + query_with_validation 一站式：查询+验证+置信度 AI：ai_analysis_engine.py 7 → 11 模板（新增 4 + 强化 4） + 新增 futures_analysis（期货：持仓/基差/龙虎榜/展期收益） + 新增 money_flow_analysis（资金流：主力/北向/融资/ETF/聪明钱） + 新增 index_forecast（指数：PE分位/RS评分/多周期方向） + 新增 portfolio_diagnosis（组合：业绩归因/再平衡/风格漂移） + 强化 market_regime（新增 PCR/AH 折溢价/科创50/AD 比率） + 强化 macro_outlook（新增 房地产/社零/出口/DR007/Fed Funds） + 强化

# 股票研究员 v11.0 — 多源强化 + AI 期货/资金流/指数/组合 + 金融六日 MCP 桥接

> 纯 Python 标准库核心，零 pip 依赖。覆盖 12 个全球市场 + 股票/基金/指数/债券/商品/期货/货币基金/可转债；数据源：腾讯 + 东方财富 + akshare + 新浪 + 雪球 + 同花顺 + yfinance（均免费无 Key）。

## ⚠️ 支持范围与限制（重要，请先读）

### v11.0 数据源（12 个）

| 数据源 | 标识 | 覆盖 | Key |
|------|------|------|-----|
| 东方财富 API | `eastmoney_api` | A 股/指数/资金流 | ❌ |
| 新浪财经 | `sina` 🆕 | A 股/港股/美股/K线 | ❌ |
| 雪球 | `xueqiu` 🆕 | A 股行情+情绪 | ❌ |
| 同花顺 | `tonghuashun` 🆕 | A 股行情+资金流 | ❌ |
| 期货交易所 | `futures_exchange` 🆕 | 上期所/大商所/郑商所 | ❌ |
| akshare | `akshare` | A 股/基金/期货/宏观/可转债 | ❌ |
| yfinance | `yfinance` | 全球市场 | ❌ |
| Finnhub | `finnhub` | 美股深度 | ✅ 可选 |
| 腾讯 | `tencent` | A 股/港股/美股 | ❌ |
| 外部 MCP | `external_mcp` 🆕 | 金融六日桥接 | 视子 MCP |

### 限制

| 限制 | 说明 |
|------|------|
| 🔴 需国内直连 | 腾讯/东财/新浪/雪球/同花顺为国内接口，开代理反而失败。v9.6 已固化导入即自动安装无代理 opener |
| 🔴 非实时数据 | 国内接口延迟约 3~5 秒，非交易时段返回收盘价 |
| 🔴 评分≠盈利 | 预测评分表示历史上相似条件下约 X% 概率上涨，不保证未来 |
| 🟡 不构成投资建议 | 仅供学习参考 |
| 🟡 akshare 可选 | 部分高级功能（基金净值/债券/可转债/宏观）需 `pip install akshare` |
| 🟡 金融六日 MCP | 配置 `STOCK_RESEARCHER_EXTERNAL_MCP_COMMAND` 环境变量启用 |

## ⚡ 快速上手

```bash
# v11.0 新增功能
python -c "from stock_researcher import predict_multi_horizon; print(predict_multi_horizon('600519').overall_signal)"
python -c "from stock_researcher import get_router; r=get_router(); print(r.query_money_flow('600519').source)"
python -c "from stock_researcher import analyze; print(analyze('futures_analysis', {'contract':'AU2502', ...}).content[:200])"

# v10.0 + v9.x（兼容）
python scripts/stock_predict.py 600519
python scripts/stock_predict.py --masters 600519
python scripts/stock_predict.py --topdown cn
```

## MCP Server 20 工具（v11.0）

```bash
# 配置 Claude Code mcpServers
{
  "mcpServers": {
    "stock-researcher": {
      "command": "python",
      "args": ["./mcp_server.py"],
      "env": {
        "DEEPSEEK_API_KEY": "sk-...",
        "PYTHONDONTWRITEBYTECODE": "1",
        # v11.0 可选：金融六日外部 MCP
        "STOCK_RESEARCHER_EXTERNAL_MCP_COMMAND": "python jinrong_liuri.py",
        "STOCK_RESEARCHER_EXTERNAL_MCP_NAME": "金融六日",
        "STOCK_RESEARCHER_EXTERNAL_MCP_ENV_TOKEN": "your_token"
      }
    }
  }
}
```

工具分类：

| 类别 | 工具数 | 工具 |
|------|--------|------|
| 数据查询 | 5 | get_stock_quote / get_fund_nav / get_macro_data / **get_futures_quote** 🆕 / list_data_sources |
| AI 分析 | 11 | ai_analyze_stock / ai_analyze_fund / ai_analyze_market_regime / ai_analyze_master_council / ai_analyze_macro_outlook / ai_analyze_risk_report / ai_analyze_sector_rotation / **ai_analyze_futures** 🆕 / **ai_analyze_money_flow** 🆕 / **ai_analyze_index_forecast** 🆕 / **ai_analyze_portfolio** 🆕 |
| 量化分析 | 3 | run_master_council / quick_predict / **predict_multi_horizon** 🆕 |
| 系统 | 1 | get_skill_status |

## 🆕 v11.0 核心 API

```python
# 多周期预测（股票/基金/期货/指数通用）
from stock_researcher import predict_multi_horizon, calibrate_probability
result = predict_multi_horizon("600519", prices=[100, 101, ...])
print(result.overall_signal, result.overall_confidence)  # bullish, 0.85
for h, pred in result.horizons.items():
    print(f"{h}: {pred.direction} ({pred.probability*100:.0f}%) [{pred.range_low:.1f}%, {pred.range_high:.1f}%]")

# 多源数据 + 交叉验证

• .cache/v5/25bd924b4a0181695ebe4fbd4ba87929.json602 B
• .cache/v5/68a5cf8156dfb88c47833c55b6e85eb4.json1.3 KiB
• .cache/v5/abba39ba2673e380c212cadd830fca64.json43 B
• .cache/v5/c05ccc7b0fe8012dffacff7322bd284e.json605 B
• .codebuddy-plugin/plugin.json2.8 KiB
• README.md17.4 KiB
• SKILL.md21.1 KiB
• _meta.json111 B
• agents/stock-researcher.md8.1 KiB
• build_expert_package.py17.7 KiB
• clean.py4.5 KiB
• config/api_keys.json1.6 KiB
• config/settings.json5.9 KiB
• mcp_server.py53.8 KiB
• pkg/__init__.py326 B
• pkg/crawl_utils.py4.8 KiB
• pkg/fund_analyzer.py52.3 KiB
• pkg/hk_fund.py16.8 KiB
• pytest.ini168 B
• requirements.txt1.3 KiB
• run_voice.py1.4 KiB
• runtests.py1.4 KiB
• scripts/market_overview.py16.1 KiB
• scripts/stock_predict.py48.3 KiB
• stock_researcher/__init__.py17.4 KiB
• stock_researcher/advisor_portfolio_analyzer.py5.4 KiB
• stock_researcher/advisor_rebalance_advisor.py7.5 KiB
• stock_researcher/advisor_user_profile.py3.9 KiB
• stock_researcher/agents_buffett.py10.6 KiB
• stock_researcher/agents_dalio.py3.4 KiB
• stock_researcher/agents_fisher.py4.9 KiB
• stock_researcher/agents_graham.py8.2 KiB
• stock_researcher/agents_greenblatt.py3.4 KiB
• stock_researcher/agents_livermore.py3.9 KiB
• stock_researcher/agents_lynch.py7.7 KiB
• stock_researcher/agents_marks.py4.0 KiB
• stock_researcher/agents_master_council.py6.7 KiB
• stock_researcher/agents_master_input.py7.1 KiB
• stock_researcher/agents_sentiment.py9.7 KiB
• stock_researcher/agents_soros.py3.9 KiB
• stock_researcher/agents_technical.py13.4 KiB
• stock_researcher/ai_analysis_engine.py34.1 KiB
• stock_researcher/analysis_asset_forecaster.py20.2 KiB
• stock_researcher/analysis_five_dim_analyzer.py16.7 KiB
• stock_researcher/analysis_top_down.py8.8 KiB
• stock_researcher/constants.py9.7 KiB
• stock_researcher/core_analyzer.py25.3 KiB
• stock_researcher/core_prediction_engine.py19.5 KiB
• stock_researcher/core_technical.py23.6 KiB
• stock_researcher/core_valuation.py11.5 KiB
• stock_researcher/data_akshare_provider.py6.8 KiB
• stock_researcher/data_batch.py2.9 KiB
• stock_researcher/data_cache.py6.2 KiB
• stock_researcher/data_data_quality.py3.7 KiB
• stock_researcher/data_errors.py4.0 KiB
• stock_researcher/data_financial_statements.py23.1 KiB
• stock_researcher/data_fundamental.py7.9 KiB
• stock_researcher/data_global_market.py29.4 KiB
• stock_researcher/data_hk_market.py8.4 KiB
• stock_researcher/data_index_constituents.py4.4 KiB
• stock_researcher/data_macro.py6.6 KiB
• stock_researcher/data_macro_series.py6.7 KiB
• stock_researcher/data_market.py11.2 KiB
• stock_researcher/data_market_all_stocks_crawler.py20.4 KiB
• stock_researcher/data_market_classifier.py12.9 KiB
• stock_researcher/data_money_flow.py6.5 KiB
• stock_researcher/data_multi_source.py57.3 KiB
• stock_researcher/data_news.py7.2 KiB
• stock_researcher/data_proxy_guard.py3.4 KiB
• stock_researcher/data_sentiment_forum_crawler.py22.9 KiB
• stock_researcher/data_source_manager.py15.0 KiB
• stock_researcher/data_sources_fallback.py8.0 KiB
• stock_researcher/data_us_market.py8.9 KiB
• stock_researcher/evolution_backtest_engine.py6.4 KiB
• stock_researcher/evolution_calibration.py10.1 KiB
• stock_researcher/evolution_evolution_runner.py10.0 KiB
• stock_researcher/evolution_prediction_tracker.py7.3 KiB
• stock_researcher/funds.py28.8 KiB
• stock_researcher/fusion_multi_horizon_forecaster.py36.1 KiB
• stock_researcher/fusion_regime_overlay.py7.4 KiB
• stock_researcher/fusion_signal_collector.py26.0 KiB
• stock_researcher/fusion_signal_consensus.py6.2 KiB
• stock_researcher/import_engine.py52.3 KiB
• stock_researcher/index_analysis_global_trends.py35.0 KiB
• stock_researcher/index_analysis_index_forecast.py19.4 KiB
• stock_researcher/index_analysis_index_valuation.py11.1 KiB
• stock_researcher/index_analysis_indices.py9.3 KiB
• stock_researcher/index_analysis_market_internals.py10.1 KiB
• stock_researcher/index_analysis_market_regime.py11.0 KiB
• stock_researcher/index_analysis_market_structure.py9.7 KiB
• stock_researcher/index_analysis_volatility_regime.py9.8 KiB
• stock_researcher/industry_chain.py32.0 KiB
• stock_researcher/knowledge_sync.py63.0 KiB
• stock_researcher/mcp_external_bridge.py11.0 KiB
• stock_researcher/policy_macro_policy.py21.0 KiB
• stock_researcher/policy_policy_analyzer.py16.9 KiB
• stock_researcher/prediction_v1100.py16.6 KiB
• stock_researcher/quantitative_advanced_stats.py18.3 KiB
• stock_researcher/quantitative_alpha_models.py22.4 KiB
• stock_researcher/quantitative_asset_quant.py7.9 KiB
• stock_researcher/quantitative_backtest.py15.3 KiB
• stock_researcher/quantitative_bond_analyzer.py6.6 KiB
• stock_researcher/quantitative_commodity_analyzer.py12.1 KiB
• stock_researcher/quantitative_convertible_bond_analyzer.py5.2 KiB
• stock_researcher/quantitative_engine.py34.3 KiB
• stock_researcher/quantitative_enhanced_factors.py27.0 KiB
• stock_researcher/quantitative_factor_analysis.py29.8 KiB
• stock_researcher/quantitative_factors.py17.0 KiB
• stock_researcher/quantitative_futures_analyzer.py15.6 KiB
• stock_researcher/quantitative_garch_model.py21.2 KiB
• stock_researcher/quantitative_indicators.py24.4 KiB
• stock_researcher/quantitative_metrics.py11.6 KiB
• stock_researcher/quantitative_ml_predictor.py33.9 KiB
• stock_researcher/quantitative_money_fund_analyzer.py4.7 KiB
• stock_researcher/quantitative_pairs_trading.py19.7 KiB
• stock_researcher/quantitative_pattern_predictor.py8.7 KiB
• stock_researcher/quantitative_portfolio_models.py26.1 KiB
• stock_researcher/quantitative_risk_models.py16.0 KiB
• stock_researcher/quantitative_scenario_engine.py10.8 KiB
• stock_researcher/quantitative_scenario_simulator.py17.0 KiB
• stock_researcher/recommendation.py14.3 KiB
• stock_researcher/report_generator.py21.3 KiB
• stock_researcher/report_stock_report_generator.py36.0 KiB
• stock_researcher/research_broker_research.py11.7 KiB
• stock_researcher/research_financial_report.py18.6 KiB
• stock_researcher/research_macro_signals.py12.5 KiB
• stock_researcher/screening.py17.6 KiB
• stock_researcher/sector_analysis_breadth.py11.7 KiB
• stock_researcher/sector_analysis_dispersion.py10.1 KiB
• stock_researcher/sector_analysis_relative_strength.py17.8 KiB
• stock_researcher/sector_analysis_rotation.py5.9 KiB
• stock_researcher/sector_analysis_rotation_cycle.py9.1 KiB
• stock_researcher/sector_analysis_sector_forecast.py17.1 KiB
• stock_researcher/sector_analysis_sectors.py11.5 KiB
• stock_researcher/sector_analysis_themes.py6.8 KiB
• stock_researcher/sentiment_browser_news_engine.py6.7 KiB
• stock_researcher/sentiment_forum_sentiment.py15.7 KiB
• stock_researcher/sentiment_hk_news.py6.2 KiB
• stock_researcher/sentiment_news_impact.py12.1 KiB
• stock_researcher/sentiment_notifier.py6.4 KiB
• stock_researcher/sentiment_sentiment_engine.py10.3 KiB
• stock_researcher/sentiment_sentiment_keywords.py8.6 KiB
• stock_researcher/sentiment_us_news.py7.5 KiB
• stock_researcher/tracker_alerts.py10.1 KiB
• stock_researcher/tracker_monitor.py5.8 KiB
• stock_researcher/tracker_multi_asset_tracker.py17.7 KiB
• stock_researcher/tracker_portfolio.py10.0 KiB
• stock_researcher/value_investing_dcf_valuation.py17.6 KiB
• stock_researcher/value_investing_decision_integration.py19.0 KiB
• stock_researcher/value_investing_financial_health.py22.5 KiB
• stock_researcher/value_investing_industry_analysis.py15.2 KiB
• stock_researcher/value_investing_management.py18.6 KiB
• stock_researcher/value_investing_moat.py18.5 KiB
• stock_researcher/value_investing_wacc.py9.0 KiB
• stock_researcher/voice_interface.py25.0 KiB
• tests/__init__.py25 B
• tests/conftest.py2.5 KiB
• tests/test_fund_v3.py7.5 KiB
• tests/test_quant_metrics.py3.0 KiB
• tests/test_quant_v71.py13.7 KiB
• tests/test_v1000_ai_engine.py14.0 KiB
• tests/test_v1000_multi_source.py11.9 KiB
• tests/test_v1100_ai_templates.py12.6 KiB
• tests/test_v1100_data_sources.py17.2 KiB
• tests/test_v1100_external_mcp.py6.7 KiB
• tests/test_v1100_mcp_tools.py9.5 KiB
• tests/test_v1100_predict.py8.9 KiB
• tests/test_v4_modules.py3.8 KiB
• tests/test_v71_analysis.py21.5 KiB
• tests/test_v72_bugfix.py12.4 KiB
• tests/test_v73_quality.py6.4 KiB
• tests/test_v760_enhanced_predict.py20.6 KiB
• tests/test_v770_runtime.py12.5 KiB
• tests/test_v80_asset_quant.py10.4 KiB
• tests/test_v80_data_accuracy.py17.3 KiB
• tests/test_v80_mc.py5.7 KiB
• tests/test_v80_ml_overlay.py5.9 KiB
• tests/test_v80_portfolio.py6.4 KiB
• tests/test_v90_suite.py52.0 KiB
• tests/test_v91_screen_sectors.py4.1 KiB
• tests/test_v92_financial_report.py7.9 KiB
• tests/test_v930_quant_forecast.py12.9 KiB
• tests/test_v940_quant_voice.py15.2 KiB
• tests/test_v950_masters_perf.py13.6 KiB
• tests/test_v960_guardrails.py10.9 KiB
• tests/test_v970_knowledge.py17.0 KiB
• tests/test_v980_kb_adapters.py17.8 KiB
• tests/test_value_investing.py23.2 KiB

来源与审核

审核状态

尚未审核，内容来自上游来源

来源文档

https://api.skillhub.cn/user_9d5a2a39/aistockresearcher

许可证

未说明

审核状态是平台对上架信息的记录，不构成对上游服务质量或可用性的担保。