dilution-event-scoring

Quantify dilution risk for small-cap stocks with a transparent 0–100 score.

Updated Apr 29, 2026
One-click install
npx skills add https://github.com/jefrnc/quant-llm-skills --skill dilution-event-scoring
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: dilution-event-scoring
Source: https://github.com/jefrnc/quant-llm-skills/tree/main/skills/dilution-event-scoring
Command: npx skills add https://github.com/jefrnc/quant-llm-skills --skill dilution-event-scoring

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you quantify and compare dilution risk across small-cap tickers using transparent inputs, so you can avoid drifting into gut-feel judgments during research and screening.

Core Features & Use Cases

  • Auditable 0–100 scoring with a component breakdown and fixed thresholds (SEVERE / HIGH / MODERATE / LOW / MINIMAL) for consistent ranking over time.
  • Multi-signal integration that combines ATM activity, placement-agent tier, filing recency, cash runway, structural toxicity (warrants/ELOC/discounts), and repeat-dilution history.
  • Lookahead-safe, reproducible decisions that require referencing the correct filings and an explicit data-as-of snapshot to prevent time leakage.

Quick Start

Use dilution-event-scoring to score the dilution risk for tickers X and Y using their latest 10-Q, 424B/8-K items, and placement-agent details, then return the total score with the component breakdown and threshold label.

Frequently Asked Questions about dilution-event-scoring

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

FAQPage Schema
How do I score dilution risk for small-cap stocks using SEC filings?▼

You can score dilution risk by extracting ATM activity, placement-agent tiers, filing recency, cash runway, and structural toxicity from 10-Q and 424B/8-K filings to calculate an auditable 0–100 score with labeled thresholds.

What is the best way to compare dilution risk across multiple small-cap tickers?▼

The best way to compare dilution risk is using a transparent 0–100 scoring model that integrates repeat-dilution counts and structural toxicity signals, allowing consistent ranking over time with fixed SEVERE to MINIMAL thresholds.

How does ATM detection factor into cash runway and dilution risk screening?▼

ATM detection identifies continuous selling pressure by cross-referencing recent SEC filings, which is then combined with cash runway data and placement-agent tiers to produce a capped weighted component in the overall dilution risk score.

Can I evaluate continuous selling pressure from a specific 10-Q filing mix?▼

Yes, you can evaluate continuous selling pressure by analyzing the current filing mix and applying lookahead-safe rules with an explicit data-as-of snapshot to ensure reproducible decisions without time leakage.

What dilution risk metrics are needed to detect structural toxicity in penny stocks?▼

Detecting structural toxicity requires analyzing warrants, ELOC structures, and discounts from SEC filings, combining these signals with repeat-dilution history to cap weighted components in a comprehensive 0–100 risk score.

Why does preventing lookahead bias matter when scoring small-cap dilution risk?▼

Preventing lookahead bias matters because referencing incorrect filings causes time leakage, so an explicit data-as-of snapshot and strict lookahead-safety rules are required to ensure reproducible, auditable dilution risk scoring.