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A Stock Quant Lab

围绕 zvt 框架打通 A 股数据采集、落库、因子计算与回测执行,覆盖机构持仓、财报、指数成分及 MACD/MA/量能等策略;内置交易顺序、防未来函数等语义锁与反模式清单;会先询问市场、数据源、策略类型与回测区间。

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热度 51.93
最近更新 2026-05-18 11:48:07
分类:数据依赖:代码执行 / 第三方 API / 读写文件应用场景:市场分析 / 代码生成 / 报告撰写 / 数据处理 ...

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add a-stock-quant-lab
Metadata
name
a-stock-quant-lab
description
A 股量化实验室:基于 zvt 框架的数据采集 + 因子研究 + 回测执行一站式。 覆盖 31 个场景——机构持仓、财报、指数成分、MACD/MA/量能择时。仅限中国 A 股。
license
MIT-0
compatibility
Python 3.12+, uv package manager. Network access to eastmoney / joinquant / baostock / akshare for data fetch.
metadata
{"version":"v6.1","blueprint_id":"finance-bp-009","compiled_at":"2026-04-20T07:34:47.524525+00:00","capability_markets":"cn-astock","capability_activities":"data-sourcing, backtesting, factor-research","sop_version":"crystal-compilation-v6.1","openclaw":{"emoji":"📈","skillKey":"a-stock-quant-lab","category":"finance","primaryEnv":"python","requires":{"bins":["python3","uv"]}}}

A 股量化实验室 (a-stock-quant-lab)

说出"跟机构持仓"或"MACD 回测"——我基于 zvt 直接写代码跑起来,不用你翻文档。 美股数据质量一般,不推荐。

Pipeline

data_collection -> data_storage -> factor_computation -> target_selection -> trading_execution -> visualization

Top Use Cases (31 total)

Actor Data Recorder (UC-101)

Collects institutional investor holdings and top 10 free float shareholders on a weekly schedule for tracking major player positions Triggers: institutional investor, top holders, actor data

Financial Statement Recorder (UC-102)

Collects fundamental financial data including balance sheets, income statements, and cash flow statements from eastmoney on a weekly basis Triggers: financial statements, balance sheet, income statement

Index Data Recorder (UC-103)

Collects index metadata, index compositions (SZ1000, SZ2000, growth, value indices), and daily index price data Triggers: index data, index composition, SZ1000

For all 31 use cases, see references/USE_CASES.md.

Execute trigger: When user intent matches intent_router.uc_entries[].positive_terms AND user uses action verb (run/execute/跑/执行/backtest/fetch/collect)

What I'll Ask You

  • Target market: A-share (default), HK, or crypto? (US stocks in ZVT are half-baked — stockus_nasdaq_AAPL exists but coverage is thin)
  • Data source / provider: eastmoney (free, no account), joinquant (account+paid), baostock (free, good history), akshare, or qmt (broker)?
  • Strategy type: MACD golden-cross, MA crossover, volume breakout, fundamental screen, or custom factor?
  • Time range: start_timestamp and end_timestamp for backtest period
  • Target entity IDs: specific stocks (stock_sh_600000) or index components (SZ1000)?

Semantic Locks (Fatal)

ID Rule On Violation
SL-01 Execute sell orders before buy orders in every trading cycle halt
SL-02 Trading signals MUST use next-bar execution (no look-ahead) halt
SL-03 Entity IDs MUST follow format entity_type_exchange_code halt
SL-04 DataFrame index MUST be MultiIndex (entity_id, timestamp) halt
SL-05 TradingSignal MUST have EXACTLY ONE of: position_pct, order_money, order_amount halt
SL-06 filter_result column semantics: True=BUY, False=SELL, None/NaN=NO ACTION halt
SL-07 Transformer MUST run BEFORE Accumulator in factor pipeline halt
SL-08 MACD parameters locked: fast=12, slow=26, signal=9 halt

Full lock definitions: references/LOCKS.md

Top Anti-Patterns (47 total)

  • AP-ZVT-183: 除权因子为 inf/NaN 时直接参与乘法导致复权静默失败
  • AP-ZVT-179: 第三方数据接口超限后异常被吞噬,数据静默缺失
  • AP-ZVT-200: Token 失效后数据查询返回空 DataFrame 而非报错

All 47 anti-patterns: references/ANTI_PATTERNS.md

Evidence Quality Notice

[QUALITY NOTICE] This crystal was compiled from blueprint finance-bp-009. Evidence verify ratio = 55.0% and audit fail total = 36. Generated results may have uncaptured requirement gaps. Verify critical decisions against source files (LATEST.yaml / LATEST.jsonl).

Reference Files

File Contents When to Load
references/seed.yaml V6+ 全量权威 (source-of-truth) 有行为/决策争议时必读
references/ANTI_PATTERNS.md 47 条跨项目反模式 开始实现前
references/WISDOM.md 跨项目精华借鉴 架构决策时
references/CONSTRAINTS.md domain + fatal 约束 规则冲突时
references/USE_CASES.md 全量 KUC-* 业务场景 需要完整示例时
references/LOCKS.md SL-* + preconditions + hints 生成回测/交易代码前
references/COMPONENTS.md AST 组件地图(按 module 拆分) 查 API 时

Compiled by Doramagic crystal-compilation-v6.1 from finance-bp-009 blueprint at 2026-04-20T07:34:47.524525+00:00. See human_summary.md for non-technical overview.