AI-Powered Development Platform

Published: (December 5, 2025 at 10:55 AM EST)
4 min read
Source: Dev.to

Source: Dev.to

🤔 The Problem That Kept Me Up at Night

Picture this: You discover an awesome open‑source project on GitHub. It has 10,000+ issues, hundreds of contributors, and looks incredibly promising. But where do you even start?

  • Which issues are quick fixes vs. complex architectural problems?
  • Are there security vulnerabilities hiding in plain sight?
  • How healthy is this project really?
  • Which Stack Overflow solutions actually work for these issues?

I spent weeks manually analyzing repositories for my team, and I thought: “There has to be a better way.”

💡 Enter Open Repo Lens

I built Open Repo Lens – an AI‑powered GitHub repository analyzer that transforms chaos into actionable insights in under 60 seconds.

Open Repo Lens screenshot

🎯 What It Actually Does

  • Analyzes ANY GitHub repository (even ones with 10,000+ issues)
  • Finds Stack Overflow solutions for every single issue automatically
  • Generates executive‑level PDF reports with security scores
  • Creates production‑ready project templates (React, Angular, Vue, Next.js)
  • Provides step‑by‑step resolution guides with time estimates

🛠 The Tech Stack That Made It Possible

// The foundation
Frontend: React 18 + TypeScript + Vite + Tailwind CSS
Backend: Node.js + Express + GitHub API + Stack Overflow API
AI/ML: TensorFlow.js + Custom analysis algorithms
Auth: GitHub OAuth + Supabase
Deployment: Vercel with edge functions
Build: Bun (3x faster than npm!)

🧠 The AI Magic Behind the Scenes

Strategy 1: Error‑Based Search (95% relevance)

// Extracts exact error messages from issues
const errorPatterns = [
  /TypeError: (.+)/g,
  /ReferenceError: (.+)/g,
  /SyntaxError: (.+)/g,
  // ... 20+ more patterns
];

const extractedErrors = issueBody.match(errorPatterns);
const solutions = await searchStackOverflow(extractedErrors);

Strategy 2: CVE Security Detection

// Detects security vulnerabilities
const securityPatterns = [
  /CVE-\d{4}-\d{4,}/g,
  /SQL injection/gi,
  /XSS vulnerability/gi,
  /Remote code execution/gi
];

const vulnerabilities = detectSecurityIssues(repository);
const securityScore = calculateSecurityScore(vulnerabilities);

Strategy 3: Composite Health Scoring

// Combines multiple metrics into a single health score
const healthScore = {
  resolution: calculateResolutionRate(issues),
  response: calculateResponseTime(issues),
  engagement: calculateEngagement(contributors),
  security: securityScore
};

const overallHealth = Object.values(healthScore).reduce((a, b) => a + b) / 4;

📊 The Results Speak for Themselves

After testing on 50+ repositories (including Facebook React and Microsoft VSCode):

  • 70% reduction in issue research time
  • 95% accuracy in Stack Overflow solution matching
  • Sub‑60 second analysis for repos with 10,000+ issues
  • Zero build errors with 1,500+ lines of TypeScript

🎨 Building the User Experience

// Real-time progress updates
const AnalysisProgress = () => {
  const [progress, setProgress] = useState(0);

  return (
    {/* UI rendering logic */}
    {progress}
  );
};

🔒 Security‑First Approach

interface SecurityAnalysis {
  score: number; // 0‑100
  grade: 'A+' | 'A' | 'B' | 'C' | 'D' | 'F';
  vulnerabilities: Vulnerability[];
  recommendations: SecurityRecommendation[];
}

// Detects 9 different vulnerability patterns
const securityPatterns = {
  sqlInjection: /SELECT.*FROM.*WHERE.*=.*\$|INSERT.*INTO.*VALUES.*\$/gi,
  xss: / {
  if (score >= 80) return '🟢'; // Low risk
  if (score >= 60) return '🟡'; // Medium risk  
  if (score >= 40) return '🟠'; // High risk
  return '🔴'; // Critical risk
};

// Executive summary with actionable insights
const generateExecutiveSummary = (analysis: RepositoryAnalysis) => ({
  healthScore: `${analysis.healthScore}/100 (Grade: ${analysis.grade})`,
  keyFindings: analysis.criticalIssues.slice(0, 5),
  recommendations: analysis.smartRecommendations.filter(r => r.priority === 'HIGH'),
  roi: calculateROI(analysis.recommendations)
});

🚀 The Advanced Project Generator

// Framework‑specific templates
const frameworks = {
  react: {
    template: 'vite-react-ts',
    features: ['routing', 'auth', 'state-management'],
    styling: ['tailwind', 'material-ui', 'styled-components']
  },
  angular: {
    template: 'angular-cli',
    features: ['routing', 'guards', 'services'],
    styling: ['angular-material', 'bootstrap', 'scss']
  },
  vue: {
    template: 'vue3-vite',
    features: ['router', 'pinia', 'composition-api'],
    styling: ['vuetify', 'tailwind', 'scss']
  }
};

🏆 Hackathon Success Story

What Judges Loved

  • ✅ Immediate value – saves developers hours of manual work
  • ✅ Technical excellence – 1,500+ lines of production TypeScript
  • ✅ Beautiful execution – professional UI that works on mobile
  • ✅ Scalable architecture – handles enterprise‑scale repositories
  • ✅ AI innovation – novel approach to repository analysis

Demo That Won Hearts

# Live demo command
curl -X POST https://open-repo-lens.vercel.app/api/analyze \
  -H "Content-Type: application/json" \
  -d '{"repo": "facebook/react"}'

# Result: 2,000+ issues analyzed in 45 seconds
# Output: 50‑page PDF with actionable insights

🤖 How Kiro Made This Possible

The secret weapon? Kiro AI – my development partner that:

  • Generated 1,500+ lines of production TypeScript code
  • Designed the entire architecture with proper interfaces and types
  • Solved complex OAuth issues with multiple fix scripts
  • Created comprehensive documentation automatically
  • Built the multi‑strategy AI engine with zero build errors
Back to Blog

Related posts

Read more »