Portfolio Forecasting Agent

Forecast portfolio performance with Monte Carlo simulations and tax planning.

3|1|Updated Nov 5, 2025
One-click install
npx skills add https://github.com/astoreyai/claude-skills --skill portfolio-forecasting-agent
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Portfolio Forecasting Agent
Source: https://github.com/astoreyai/claude-skills/tree/main/forecasting-agent
Command: npx skills add https://github.com/astoreyai/claude-skills --skill portfolio-forecasting-agent

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Portfolio forecasting combines forward-looking projections, risk analysis, and tax planning to help traders and portfolio managers anticipate outcomes and plan allocations.

Core Features & Use Cases

  • Multi-Year Projections: 3-year and 5-year horizons with Conservative, Baseline, and Aggressive scenarios.
  • Monte Carlo Simulations: 1,000+ path simulations to quantify uncertainty and milestone probabilities.
  • Tax Forecasting: Quarterly tax reserves and cross-state considerations for planning.
  • Risk Analysis & Reporting: Drawdown, volatility, Sharpe ratio, and professional markdown/LaTeX reports for stakeholders.
  • Integration & Outputs: CSV exports, Markdown reports, and LaTeX PDFs for documentation and decision support.

Quick Start

Run /forecast-portfolio to generate a 3-year baseline projection with tax planning and a markdown report.

Frequently Asked Questions about Portfolio Forecasting Agent

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

FAQPage Schema
How do I forecast portfolio performance with Monte Carlo simulations?

You can forecast portfolio performance by running 1,000+ Monte Carlo path simulations across 3-year or 5-year horizons. This process combines configurable initial capital, monthly deposits, and win rates to project balance paths and quantify uncertainty.

What's the best way to generate a portfolio risk analysis report with tax planning?

The best way to generate a portfolio risk analysis report with tax planning is to combine multi-year projections with quarterly tax reserves. This yields professional markdown and LaTeX PDF reports detailing drawdown, volatility, and Sharpe ratio for stakeholders.

Can I use Monte Carlo forecasting for active trading portfolios over a 5-year horizon?

Yes, Monte Carlo forecasting applies to active trading portfolios requiring forward-looking projections over 3- to 5-year horizons. It supports Conservative, Baseline, and Aggressive scenarios to help traders anticipate outcomes and plan allocations.

Does portfolio forecasting support CSV exports and LaTeX report generation?

Portfolio forecasting supports CSV exports, markdown reports, and LaTeX PDFs for documentation and decision support. These outputs integrate quarterly results and risk metrics, providing formats suitable for stakeholder reporting and downstream analysis.

How do I calculate quarterly tax reserves for cross-state portfolio scenarios?

You calculate quarterly tax reserves for cross-state portfolio scenarios by applying configurable tax rates to multi-year projection paths. This tax-aware planning integrates cross-state considerations to help portfolio managers anticipate tax liabilities alongside risk metrics.