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.