Module patterns 

Advanced Pattern Analysis Module

This module provides sophisticated statistical analysis capabilities for the MCP server, including changepoint detection, correlation analysis, forecasting, and causal inference.

Features

• Statistical Engine: Bayesian changepoint detection and correlation analysis
• Predictive Models: Time series forecasting and anomaly detection
• Causal Inference: Hyper-geometric computational causality
• Performance: Streaming algorithms and parallel processing

Architecture

┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
│  Statistical    │    │   Predictive     │    │   MCP Tool      │
│   Engine        │    │   Models         │    │   Integration   │
│                 │    │                  │    │                 │
│ - Changepoint   │    │ - Forecasting    │    │ - Tool Reg.     │
│ - Correlation   │    │ - Anomaly Det.  │    │ - Input Val.    │
│ - Significance  │    │ - Causal Inf.   │    │ - Memory Query  │
└─────────────────┘    └──────────────────┘    └─────────────────┘
        │                       │                       │
        └───────────────────────┼───────────────────────┘
                                ▼
                   ┌─────────────────────┐
                   │   Performance &     │
                   │   Caching Layer     │
                   │                     │
                   │ - redb Cache        │
                   │ - Streaming Alg.    │
                   │ - Parallel Proc.    │
                   └─────────────────────┘

Re-exports

pub use compatibility::AssessmentConfig;

pub use compatibility::CompatibilityAssessment;

pub use compatibility::CompatibilityAssessor;

pub use compatibility::PatternContext;

pub use compatibility::RiskFactor;

pub use compatibility::RiskFactorType;

pub use compatibility::RiskLevel;

pub use predictive::AnomalyDetector;

pub use predictive::CausalAnalyzer;

pub use predictive::ForecastingEngine;

pub use statistical::ChangepointDetector;

pub use statistical::CorrelationAnalyzer;

pub use statistical::StatisticalEngine;

Modules

compatibility

Tool Compatibility Assessment Module

predictive

Predictive Analysis Module

statistical

Statistical Analysis Engine