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quantskills/skill-quant-factor-skill-factory

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QuantSkills factor Skill repository

Overview

Not the factor library itself, but the tools for continuing to produce it: batch generation, validation, and packaging framework-neutral OHLCV quantization factor skills. skill-quant-factor-skill-factory is a factor production tool Skill provided by the QuantSkills organization. It is used for batch generation, validation, and packaging of framework-neutral OHLCV quantization factor skills. QuantSkills GitHub organization: https://github.com/quantskills It is not a factor library itself, but a tool for continuing to produce the factor library. Currently, QuantSkills publicly discloses three types of factor libraries: - skill-quant-factor-directional-alpha - skill-quant-factor-risk-pattern-alpha - skill-quant-factor-volume-stat-alpha When you want to organize a new set of OHLCV factor ideas into a Skill package that can be installed, verified, and called by AI Agents, you can use this repository. - Batch generation factor Skill folder - Generates SKILL.md, user README, formula descriptions, and agent metadata for each factor - Generates framework-neutral scripts/factor.py - Generates standalone scripts/validate.py - Computes validation metrics based on real market panels - Maintains factor_index.json and merged indexes - Generates batch evaluation reports - Available sample coverage - 5-day Rank IC mean - 5-day ICIR - Five-group Q5-Q1 earnings spread - Top group turnover rate - No future function check

Overview (machine translated)

Chinese Simplified | English

is not the factor library itself, but a tool for continuing to produce it: batch generation, validation, and packaging framework-neutral OHLCV quantization factor skills.

skill-quant-factor-skill-factory is a factor production tool Skill provided by the QuantSkills organization. It is used for batch generation, validation, and packaging of framework-neutral OHLCV quantization factor skills.

QuantSkills GitHub organization: https://github.com/quantskills

It is not a factor library itself, but a tool for continuing to produce the factor library. Currently, QuantSkills publicly discloses three types of factor libraries:

  • skill-quant-factor-directional-alpha
  • skill-quant-factor-risk-pattern-alpha
  • skill-quant-factor-volume-stat-alpha

🎯 What problem does this Skill solve?

When you want to organize a new set of OHLCV factor ideas into a Skill package that can be installed, verified, and called by AI Agents, you can use this repository.

It will automatically complete:

  • Batch generate the Skill folder for the factor
  • Generates SKILL.md, user README, formula description, and agent metadata for each factor
  • Generate frame-neutral scripts/factor.py
  • Generate standalone scripts/validate.py
  • Validation metrics are calculated based on real market panels
  • Maintain factor_index.json and merge indexes
  • Generate batch evaluation reports

⚡ Production Line

🗃️ Enter data requirements

Target projects require preparing a real market data panel:

Market field must include:

Recommended extra reservations:

📦 The generated factor structure

Each factor generates an independent skill:

The generated factors can be called individually by an agent environment supported by the SKILL.md specification.

🚀 Get Started Quickly

Operating in target projects:

Parameter Description:

Parameters Description
--count Number of factors generated in this batch
--existing-index Existing factor indexes are used to avoid duplicate
--output-root The output directory for this batch is
--combined-index The generated merged index
--report-name Factor Evaluation Report File Name

🧪 Verification metrics

During batch generation, each factor is calculated:

  • Available sample coverage
  • 5-day Rank IC mean
  • 5th ICIR
  • Five groups: Q5-Q1 earnings spread
  • Top group turnover rate

This page was translated automatically. Technical details may differ from the original.

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Install

npx skillfish add quantskills/skill-quant-factor-skill-factory
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