Code Epitaph AI

Legacy System Intelligence & Dependency Risk Analysis

Code Epitaph AI is an engineering intelligence platform that analyzes legacy system architecture, identifies dependency risks, detects structural anomalies, simulates failure impact, and generates modernization priorities.

🚀 Live Demo

Launch Code Epitaph AI →

📊 Dashboard Preview

⚡ Core Capabilities

• Dependency Intelligence — Graph-based analysis of component relationships using NetworkX.
• Risk Prioritization — Quantifies component risk and engineering priority.
• AI Anomaly Detection — Uses Isolation Forest to detect unusual structural patterns.
• Failure Simulation — Performs what-if analysis of component failures and dependency loss.
• Modernization Intelligence — Generates prioritized refactoring and modernization recommendations.
• Engineering Reports — Exports prioritized risk analysis for further assessment.

🧠 Architecture

Legacy Data
    ↓
Preprocessing
    ↓
Dependency Graph
    ↓
Risk & Priority Engine
    ↓
AI Anomaly Detection
    ↓
Failure Simulation
    ↓
Modernization Roadmap

🛠️ Technology

Python · Pandas · NumPy · Scikit-learn · NetworkX · Plotly · Streamlit

ML: Isolation Forest Graph Analysis: NetworkX Visualization: Plotly Deployment: Streamlit Community Cloud

📊 Dashboard

Module	Purpose
Overview	System health & risk intelligence
Component Intelligence	Component-level assessment
Risk Prioritization	Engineering priority analysis
Dependency Analysis	Architecture & dependency graph
Failure Simulator	What-if impact analysis
Modernization Roadmap	Phased modernization planning
AI Anomaly Intelligence	Structural anomaly detection

📁 Structure

Code-Epitaph-AI/
├── app.py
├── main.py
├── data/
├── src/
│   ├── data_loader.py
│   ├── preprocessing.py
│   ├── legacy_analyzer.py
│   ├── risk_engine.py
│   ├── graph_engine.py
│   └── anomaly_engine.py
├── requirements.txt
└── README.md

💻 Run Locally

git clone https://github.com/jeevithamathi2209/Code-Epitaph-AI.git
cd Code-Epitaph-AI
pip install -r requirements.txt
streamlit run app.py

🔗 Links

Live: https://code-epitaph-ai.streamlit.app/ GitHub: https://github.com/jeevithamathi2209/Code-Epitaph-AI

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Code Epitaph AI — Turning legacy system complexity into actionable engineering intelligence.