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idea-generation

Screen Chinese equity markets for investment ideas using AKShare, Tushare, and Wind.

31|4|Updated Jun 13, 2026
Search Tags:#quantitative analysis#equity research#stock screening#a-share#investment ideas#thematic research
One-click install
npx skills add https://github.com/r9412460971-cloud/OPC-skill --skill idea-generation-r9412460971-cloud
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-generation
Source: https://github.com/r9412460971-cloud/OPC-skill/tree/main/skills/idea-generation
Command: npx skills add https://github.com/r9412460971-cloud/OPC-skill --skill idea-generation-r9412460971-cloud

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the inefficient, ad-hoc process of manually sourcing investment ideas by providing a structured, repeatable workflow for screening and thematic research across A-share, Hong Kong, and US-listed Chinese equity markets, ensuring no high-potential opportunities are missed due to unstructured research.

Core Features & Use Cases

  • Multi-style quantitative screening: Run tailored screens for value, growth, quality, short, and special situation strategies using domestic financial data sources including AKShare, Tushare, and Wind.
  • Thematic idea generation: Map value chains for emerging market themes (e.g., AI infrastructure, aging demographics, reshoring) to identify underappreciated pure-play and second-order beneficiaries.
  • Structured idea output: Receive standardized one-page summaries for each candidate idea, including key valuation metrics, investment thesis, risk factors, and recommended next steps for due diligence. Use case: A sell-side equity researcher can use this Skill to quickly screen for small-cap growth stocks in the new energy sector with >20% YoY revenue growth and recent insider buying, then layer on a thematic sweep for companies benefiting from China's renewable energy subsidies to build a prioritized pitch list for weekly client meetings.

Quick Start

Use the idea-generation skill to run a value screen for large-cap A-share stocks with P/E below sector median and >5% free cash flow yield, then present the top 3 ideas with full one-page summaries.

Frequently Asked Questions about idea-generation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I screen for A-share stocks using quantitative analysis?▼

You can screen for A-share stocks by applying quantitative analysis criteria like value, growth, or quality metrics. The Skill uses domestic data sources including AKShare, Tushare, and Wind to filter candidates and output structured summaries with valuation metrics and investment thesis.

What is the best way to find thematic investment ideas for emerging market trends?▼

Finding thematic investment ideas involves mapping value chains for emerging market trends like AI infrastructure or aging demographics. The Skill identifies underappreciated pure-play and second-order beneficiaries across A-share, Hong Kong, and US-listed Chinese equity markets.

Can I use Tushare and Wind data for equity research and stock screening?▼

Yes, you can use Tushare and Wind data for equity research and stock screening. The Skill integrates with these domestic financial data sources, along with AKShare, to run tailored multi-style quantitative screens and deliver standardized idea summaries.

How do I generate a short sell list for Chinese equity markets?▼

To generate a short sell list for Chinese equity markets, you run a short strategy screen tailored to identify overvalued or deteriorating stocks. The Skill systematically scans A-share, Hong Kong, and US-listed Chinese equities, outputting candidates with risk factors and due diligence steps.

Does quantitative stock screening support special situation strategies?▼

Yes, quantitative stock screening supports special situation strategies alongside value, growth, quality, and short screens. The Skill systematically sources these trade candidates across domestic markets, eliminating ad-hoc manual scanning and providing structured one-page summaries.

What is included in a structured investment idea summary?▼

A structured investment idea summary includes key valuation metrics, the core investment thesis, identified risk factors, and recommended next steps for due diligence. This standardized output ensures comprehensive coverage for equity research candidates sourced through quantitative screening.

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