quantskills

Use when an agent needs a verified library of directional OHLCV alpha factor Skills for trend, breakout, reversal, channel-position, or price-direction research across A-share and US equity samples.

Use when computing the 5D Z-Scored Return Momentum factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Skip-Period Momentum factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Return Reversal factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored SMA Gap factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored EMA Gap factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Dual EMA Gap factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored SMA Slope factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when an agent needs a verified library of OHLCV risk-state and chart-pattern alpha factor Skills for volatility, K-line shape, shock, drawdown, and pressure analysis.

Use when computing the 5D Z-Scored RSI Strength factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored RSI Reversal factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Stochastic Position factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored ATR Ratio factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Range Ratio factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Realized Volatility factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when computing the 5D Z-Scored Downside Volatility factor from user-supplied real OHLCV data or reviewing its bundled real-data validation metrics.

Use when tasks need factor diagnostics, IC/grouped return analysis, attribution, robustness checks, deterministic factor-mining evaluation, or time-series distribution and stationarity checks.

Use when tasks need strategy-agnostic OHLCV indicators, math utilities, generic factor examples, regime slicing, resampling, or label makers.

Use when tasks need AI multi-agent factor mining research boundaries, versioned ResearchBrief/FactorSpec contracts, evaluation/review/decision objects, or cross-platform role task protocols without implementing compute/analyze algorithms here.

Use when tasks need optional PyCaret model training, ML factor generation, inference wrappers, feature importance, or sparse LASSO weight generation.

Use when tasks need complete HTML research reports, HTML dashboards, PNG chart helpers, or files under the research reports directory.

Use when tasks need reusable strategy contracts, cross-sectional selection types, or time-series signal-to-weight helpers.

Use when tasks need vectorized strategy execution, portfolio weighting, portfolio-level filters, transaction cost helpers, exit A/B analysis, overlay metrics, or multi-strategy return blending.

Use when tasks need PandaData/PandaAI stock, fund, ETF, index, or futures data, reference data, adjustment factors, futures tick downloads, or symbol conversion.

Manage and review A-share limit-up pools with reproducible research outputs. Use when monitoring limit-up candidates, pool changes, or related risk signals; this is research-only material, not investment advice.

当需要每日维护 A 股涨停池、标记首板/连板数/炸板次数/回封时间并输出涨停池动态多维表格时，使用此 skill。该 BUILD 提供涨停池动态管理能力，可被复盘 agent 或 Alpha 调用。

当需要读取涨停池动态管理（B6）的生产结果时，使用此 skill。该 skill 读取已生成的 Parquet 涨停池历史，不重复执行重计算流程。

Use when converting OHLCV alpha ideas into QuantSkills organization factor Skills, batch-generating non-duplicate framework-neutral quant factor Skill folders, validating them on cached real market data such as AkShare A-share and Yahoo US data, and writing…

Generate A-share end-of-day market review reports with Pandadata data, covering trade-date checks, index performance and valuation, market breadth, limit-up/down sentiment, industries/concepts, 龙虎榜, block trades, margin financing, northbound holdings, risk…

Use when an agent needs to neutralize or orthogonalize a quantitative factor against industry, size, style exposures, or an existing factor library before evaluating, combining, or accepting the signal.

Use when a general-purpose AI agent needs to find A-share stocks or futures with similar K-line patterns from natural-language descriptions, K-line screenshots, or hand-drawn trend images. Supports daily and 60-minute timeframes, 30/60/120 BAR windows, hosted…

Detect backtest overfitting and selection bias from multiple testing. Use when a user has a backtest / factor result and asks whether the Sharpe is real, whether a strategy is overfit, or wants to validate results before trusting them. Computes Deflated…

基于 Pandadata 期货 DeepView 接口做期货品种、主力合约和跨期结构的综合研判，覆盖席位净持仓保证金、席位建仓、盈亏排行、多空比、资金流、基差、期限结构、仓单库存、虚实盘比、现货利润和跨期套利。Use when the user asks for 期货席位分析、持仓博弈、主力席位动向、基差或期限结构监控、仓单库存跟踪、虚实盘比、跨期套利扫描、期货品种综合分析, or a futures DeepView report for a variety or contract.

Pandadata/panda_data Python SDK API reference skill for selecting, calling, and troubleshooting Pandadata data interfaces from the bundled Chinese 接口文档. Use when the user asks to query Pandadata data, choose the right panda_data.get_* method, write or…

Set up pandaai-cli, log in to PandaAI, and mine, backtest, and iterate quantitative factors on the platform. Use when an agent needs to onboard a user to the PandaAI factor competition, install or log in to pandaai-cli, look up available fields and operators,…