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RepoScope

Hybrid Repository Intelligence System


Overview

RepoScope is a full-stack web application that analyzes public GitHub repositories using a hybrid approach combining deterministic metrics and AI-powered interpretation.

It evaluates repository health, risk, consistency, evolution trends, and generates strategic insights for long-term maintainability.


Architecture

  • Layer 1: Structural Parsing (GitHub REST API integration)
  • Layer 2: Rule-Based Heuristic Scoring Engine
  • Layer 3: LLM-based Strategic Interpretation
  • Layer 4: Interactive Visualization Dashboard

Key Features

  • Repository metadata extraction and commit history analytics
  • Health, Risk, Consistency, and Evolution scoring system
  • Contributor and bus-factor risk analysis
  • AI-generated development pattern & maintainability insights
  • Interactive animated Bento-grid dashboard (React + Recharts + Framer Motion)
  • CI/CD enabled deployment on Render

Tech Stack

  • Frontend: React, Recharts, Framer Motion
  • Backend: Node.js, Express
  • Database: Firebase Realtime Database (optional future extension)
  • APIs: GitHub REST API
  • AI: Large Language Model (LLM) Integration via OpenRouter
  • Deployment: Render (CI/CD enabled)

Scoring Metrics

  • Health Score – Structural and operational maturity
  • Risk Score – Maintainability and sustainability exposure
  • Consistency Score – Development regularity
  • Evolution Score – Growth and activity trajectory

Deployment

The application is deployed on Render with automated CI/CD pipelines connected to the GitHub repository for continuous integration and deployment.

Live Demo: https://reposcope-for-dev.onrender.com

Repository: https://github.com/Midhun1618/RepoScope


Future Enhancements

  • Dependency risk analysis
  • Commit timeline heatmap visualization
  • Multi-repository comparison mode
  • PDF executive report export

© 2026 RepoScope Intelligence · Designed & Developed by Midhun

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RepoScope is a full-stack web app that analyzes public GitHub repositories using a hybrid approach combining deterministic metrics and AI-powered interpretation.

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