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.