Production-grade Flask+EKS reference project with multi-environment IaC, comprehensive CI/CD pipelines, and Kubernetes best practices. Clean, typed Python code with strong documentation across design/architecture docs. Created 2 days ago with minimal commits.

Educational DevOps exemplar: minimal Go web server (main.go only) paired with production-grade infrastructure (CI/CD, Docker, Kubernetes, Helm, ArgoCD). Strong typed codebase with comprehensive tests and CI, but zero public adoption and one day old.

TypeScript/Python agricultural AI platform for Indian farmers with multimodal AI chatbot, women empowerment modules, and real-time integrations; demonstrates solid technical scope but lacks tests and CI.

Personal portfolio site built with Remix, featuring three live projects (SarsAI, Code Saarthi, Krishi Mitra), Three.js visualizations, and polished UI with theme switching. Non-trivial shipping with typed React code and structured architecture.

CodeSaarthi: Full-stack Next.js 16 DSA + live-session platform with Monaco editor, Gemini AI evaluation, Prisma PostgreSQL, and LiveKit WebRTC. Well-typed, documented, but no tests, CI/CD, or license; experimental architecture with static question bank.

Educational DevOps todo app demonstrating React + Express + MongoDB with Docker, Kubernetes, and CI/CD. Well-documented with structured code patterns but minimal adoption signals and very recent creation.

Personal DSA learning notebook with 30 commits documenting problem solutions (Arrays, Heap, Strings, Graphs) in C++. Clean solutions with detailed comments but no tests, CI, or production scope.

Brand-new experimental DevOps portfolio project demonstrating CI/CD, containerization, and Kubernetes infrastructure concepts via Java/Maven retail module; created and pushed within 11 minutes on 2026-05-15 with minimal commits and no tests/CI enabled.

Educational system design notes with README, design.md, ARCHITECTURE.md, and STATUS.md covering HLD concepts. No code, no tests, no CI, young repo (6 months old, 23 commits). Structured markdown documentation but lacks executable scope and production application.

Educational DevOps learning hub template with comprehensive README roadmap (Foundation→Containerization→Orchestration→IaC→CI/CD) and GitHub Actions CI, but created as single-day commit with no source code samples, tests, or evidence of implementation beyond folder scaffolding.

Experimental speech therapy web app with 20KB codebase, zero stars/forks, created and last pushed same day. README describes features but repo shows no actual implementation files or tests.

Empty scaffold repo: 16 KB total size, only 2 commits in last 30 days, README describes intended Kubernetes polling platform but no source code files present, no tests/CI/license/gitignore, untyped languages.