Idea Generation

Screen stocks and generate investment ideas using quantitative and thematic research.

1|Updated Mar 5, 2026
One-click install
npx skills add https://github.com/smrik/ai-fund --skill idea-generation-smrik
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Idea Generation
Source: https://github.com/smrik/ai-fund/tree/main/skills/equity-research/skills/idea-generation
Command: npx skills add https://github.com/smrik/ai-fund --skill idea-generation-smrik

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the challenge of information overload in financial markets by providing a structured, repeatable framework for screening stocks and generating high-conviction investment ideas.

Core Features & Use Cases

  • Multi-Factor Screening: Execute quantitative screens for value, growth, quality, and short-selling opportunities based on fundamental metrics.
  • Thematic Research: Map value chains and identify beneficiaries for specific market themes like AI or reshoring.
  • Structured Presentation: Generate standardized one-page summaries including thesis, key risks, and comparative valuation metrics.

Quick Start

Use the idea generation skill to run a value screen for large-cap stocks in the technology sector with a focus on high free cash flow yield.

Frequently Asked Questions about Idea Generation

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

FAQPage Schema
How do I generate high-conviction investment ideas and avoid information overload in financial markets?▼

To generate high-conviction investment ideas and avoid information overload, this system applies a structured, repeatable framework for quantitative stock screening and thematic research. It maps value chains to identify beneficiaries for specific market themes.

Can I run a quantitative stock screen for large-cap value stocks in a specific sector?▼

Yes, you can run a quantitative stock screen for large-cap value stocks by filtering for fundamental metrics like high free cash flow yield. The system executes multi-factor screens across value, growth, and quality factors for targeted sectors.

Does systematic stock screening support both long and short idea generation across market caps?▼

Systematic stock screening supports both long and short idea generation across various market caps, sectors, and investment styles. It specifically includes quantitative screens designed to identify short-selling opportunities based on fundamental metrics.

What do I need to integrate with to perform fundamental metric comparisons and thesis validation?▼

To perform fundamental metric comparisons and thesis validation, you need to integrate with external financial data sources. The system relies on these data feeds to execute its multi-factor quantitative screens and comparative valuations.

How do I structure thematic research to identify beneficiaries for specific market themes like AI or reshoring?▼

To structure thematic research for trends like AI or reshoring, the system maps entire value chains to identify key beneficiaries. It then generates standardized one-page summaries detailing the investment thesis, key risks, and comparative valuation metrics.