quactuary package

Subpackages

• quactuary.distributions package
  • Submodules
    • Core Distribution Modules
      • quactuary.distributions.frequency module
      • quactuary.distributions.severity module
    • Compound Distribution Modules
      • quactuary.distributions.compound module
      • quactuary.distributions.compound_extensions module
    • Advanced Distribution Modules
      • quactuary.distributions.edgeworth module
      • quactuary.distributions.mixed_poisson module
      • quactuary.distributions.zero_inflated module
    • Quasi-Monte Carlo Modules
      • quactuary.distributions.qmc_base module
      • quactuary.distributions.qmc_wrapper module
  • Module contents
• quactuary.future package
  • Submodules
    • Advanced Risk Modeling
      • quactuary.future.dependence module
    • Life Insurance and Annuities
      • quactuary.future.life module
    • Machine Learning Integration
      • quactuary.future.machine_learning module
    • Portfolio Optimization
      • quactuary.future.portfolio_optimization module
    • Loss Reserving
      • quactuary.future.reserving module
  • Module contents
• quactuary.mcp package
  • Overview
  • Usage
    • Starting the MCP Server
    • Configuration
  • Submodules
    • quactuary.mcp.server module
    • quactuary.mcp.tools module
    • quactuary.mcp.resources module
    • quactuary.mcp.prompts module
    • quactuary.mcp.categories module
    • quactuary.mcp.formats module
    • quactuary.mcp.config module
    • quactuary.mcp.base module
  • Tool Categories
  • Examples
    • Using MCP Tools in Claude
    • Creating Custom Tools
  • Module Contents
• quactuary.utils package
  • Submodules
    • Numerical Utilities
      • quactuary.utils.numerical module
    • Validation Utilities
      • quactuary.utils.validation module
  • Module contents

Package Overview

The quactuary package provides a comprehensive framework for quantum-accelerated actuarial modeling. For detailed documentation of individual modules, see the API reference sections below.

Key Features:

• Classical and quantum-accelerated pricing models

• Comprehensive frequency and severity distributions

• High-performance parallel and vectorized simulations

• Memory-efficient algorithms for large-scale portfolios

• Integration with quantum computing frameworks

• MCP Server for LLM integration (Claude, etc.)

Quick Start

The main entry points for users are:

• PricingModel - For portfolio pricing and risk calculations

• Portfolio - For managing collections of insurance policies

• PolicyTerms - For defining individual policy characteristics

• Inforce - For grouping policies with similar characteristics

For LLM integration:

• mcp - MCP Server for using quActuary tools in Claude

• Run quactuary-mcp or python -m quactuary.mcp.server to start the server

For more details, see the individual module documentation below.