AI-Powered Tech Stack Migration Planning
Chart your migration journey with AI. Analyze codebases, research best practices, estimate effort, and create actionable migration roadmaps using multi-agent orchestration.
CodeVoyage is an intelligent migration planning system that uses 4 specialized AI agents working together to analyze your codebase and create comprehensive migration strategies. Instead of manually researching migration paths, estimating effort, and planning phases, CodeVoyage does it all automatically in ~15 minutes.
Input:
- Repository:
github.com/your-org/react-app - Target:
Next.js 15 with TypeScript and App Router
Output (in ~15 minutes):
- ✅ Complete tech stack analysis
- ✅ Migration research with official guides & case studies
- ✅ Effort estimates (timeline, cost, team size)
- ✅ Phase-by-phase migration roadmap
- ✅ Risk assessment & mitigation strategies
Cost: ~$0.25 per analysis
Four specialized AI agents work together like a consulting team:
| Agent | Purpose | Tools Used |
|---|---|---|
| Stack Analyzer | Analyzes current tech stack, dependencies, architecture | Parallel Search, Web Search |
| Migration Researcher | Researches best practices, case studies, tools | Exa Search, Exa Crawl |
| Effort Estimator | Estimates timeline, cost, complexity | GPT-4.1 Reasoning |
| Migration Planner | Creates actionable roadmap with phases | GPT-4.1 Synthesis |
- Current Stack Analysis - Languages, frameworks, dependencies, complexity rating
- Migration Research - Official guides, real case studies, common challenges
- Effort Estimates - Timeline by team size, cost breakdown, resource requirements
- Migration Roadmap - Phase-by-phase plan, tasks, deliverables, success metrics
- Node.js 18+
- npm or yarn
- Subconscious API key (Get one here)
# Clone the repository
git clone https://github.com/mtrishal123/codevoyage.git
cd codevoyage
# Install backend dependencies
cd backend
npm install
cp .env.example .env
# Add your SUBCONSCIOUS_API_KEY to .env
# Install frontend dependencies
cd ../frontend
npm install
cp .env.example .env.local
# Run backend (Terminal 1)
cd backend
npm run dev
# Run frontend (Terminal 2)
cd frontend
npm run devVisit http://localhost:3000 and start analyzing! 🎉
┌─────────────────────────────────────────────────────┐
│ User Input: GitHub URL + Target Stack │
└─────────────────────────────────────────────────────┘
↓
┌─────────────────────────────────────────────────────┐
│ ORCHESTRATOR (Coordinates Agents) │
└─────────────────────────────────────────────────────┘
↓
┌───────────────┴───────────────┐
↓ ↓
┌──────────────────┐ ┌──────────────────┐
│ Agent 1 │ │ Agent 2 │
│ Stack Analyzer │ → │ Migration │
│ │ │ Researcher │
│ • Uses Parallel │ │ • Uses Exa │
│ Search │ │ tools │
│ • Analyzes repo │ │ • Finds guides │
└──────────────────┘ └──────────────────┘
↓ ↓
┌──────────────────┐ ┌──────────────────┐
│ Agent 3 │ │ Agent 4 │
│ Effort │ → │ Migration │
│ Estimator │ │ Planner │
│ │ │ │
│ • Calculates │ │ • Creates │
│ timeline/cost │ │ roadmap │
└──────────────────┘ └──────────────────┘
↓
┌─────────────────────────────────────────────────────┐
│ Complete Migration Analysis (4 Reports) │
│ • Current Stack • Research • Estimate • Plan │
└─────────────────────────────────────────────────────┘
- Runtime: Node.js 18+
- Language: TypeScript
- Framework: Express
- AI Platform: Subconscious (Multi-agent orchestration)
- Tools: Parallel Search, Exa Search, Exa Crawl
- Framework: Next.js 15 (App Router)
- Language: TypeScript
- Styling: Custom CSS
- Deployment: Render
- tim-gpt (Primary) - GPT-4.1 backed, balanced performance
codevoyage/
├── backend/ # Node.js + TypeScript backend
│ ├── src/
│ │ ├── agents/ # 4 specialized AI agents
│ │ │ ├── current-stack-analyzer.ts
│ │ │ ├── migration-researcher.ts
│ │ │ ├── effort-estimator.ts
│ │ │ ├── migration-planner.ts
│ │ │ └── orchestrator.ts
│ │ ├── server.ts # Express API
│ │ └── types.ts
│ └── outputs/ # Generated reports
├── frontend/ # Next.js frontend
│ ├── app/
│ │ ├── page.tsx # Landing page
│ │ ├── analyze/ # Analysis progress
│ │ └── results/ # Results display
│ └── main.css
└── README.md
- ✅ Multi-Agent Orchestration - Coordinates 4 specialized agents for migration planning
- ✅ Tool Integration - Combined Parallel Search + Exa tools for comprehensive research
- ✅ Production Quality - Professional output ready for team execution
- ⚡ 15-20 minute analysis time
- 💰 ~$0.25 per complete analysis
- 📊 50,000+ tokens of comprehensive documentation
- 🎯 100% success rate on tested repositories
During development, discovered and documented critical bugs in the Subconscious platform:
- 🐛 tim-edge engine completely broken - Returns "Failed to parse URL from /pipeline" error
- 🐛 Planning loops - Complex prompts cause infinite planning without execution
- 💡 Workarounds implemented - Used tim-gpt + simplified prompts
- Planning Tech Stack Upgrades - React 17 → 18, Python 2 → 3
- Framework Migrations - CRA → Next.js, Vue 2 → Vue 3
- Language Transitions - JavaScript → TypeScript
- Effort Estimation - Timeline and cost projections
- Resource Planning - Team size and skill requirements
- Risk Assessment - Identify potential blockers
- Strategic Planning - Evaluate migration feasibility
- Budget Allocation - Cost-benefit analysis
- Vendor Evaluation - Compare migration approaches
Backend:
SUBCONSCIOUS_API_KEY=your_api_key_here
PORT=3001Frontend:
NEXT_PUBLIC_API_URL=https://your-backend-url.comBackend:
- Create Web Service on Render
- Connect GitHub repo
- Root Directory:
backend - Build Command:
npm install && npm run build - Start Command:
npm start - Add Environment Variable:
SUBCONSCIOUS_API_KEY
Frontend:
- Create Web Service on Render
- Connect GitHub repo
- Root Directory:
frontend - Build Command:
npm install && npm run build - Start Command:
npm start - Add Environment Variable:
NEXT_PUBLIC_API_URL
## Current Tech Stack Analysis
**Primary Language:** JavaScript (ES6+, React 19.2.1)
**Framework:** Create React App
**State Management:** Context API with custom hooks
**Routing:** React Router DOM v7.1.1
**Build Tool:** Webpack (via CRA)
**Complexity:** MEDIUM
**Estimated LOC:** 2,000-3,000## Effort Estimate
**Complexity:** MEDIUM
**Timeline:**
- Small team (1-2 devs): 4-6 weeks
- Medium team (3-5 devs): 2-4 weeks
- Large team (6+ devs): 2-3 weeks
**Cost Estimate:** $12,000 - $18,000
(Based on 80-120 developer hours @ $150/hr)Contributions are welcome! Please feel free to submit a Pull Request.
- Fork the repository
- Create your feature branch (
git checkout -b feature/AmazingFeature) - Commit your changes (
git commit -m 'Add some AmazingFeature') - Push to the branch (
git push origin feature/AmazingFeature) - Open a Pull Request
This project is licensed under the MIT License - see the LICENSE file for details.
Trishal Varma Mudunuri
- GitHub: @mtrishal123
- Project: CodeVoyage
If you find CodeVoyage useful, please consider giving it a ⭐ on GitHub!
Built with ❤️ using Subconscious AI Platform