AI-Powered DevOps Pipeline Generator using Cline CLI
Generate production-ready CI/CD pipelines, Dockerfiles, and Kubernetes manifests for any project in minutes, not hours!
🎬 Click to watch the demo video
"I just want to code, not spend hours setting up DevOps!" - Every Developer
Setting up DevOps infrastructure is:
- ⏱️ Time-consuming: Hours configuring CI/CD for every new project
- 📚 Knowledge-heavy: Requires expertise in GitHub Actions, Docker, Kubernetes
- 🔄 Repetitive: Same boilerplate code written over and over
- 🐛 Error-prone: YAML syntax errors, security misconfigurations
Cline DevOps leverages the power of Cline CLI (AI coding assistant) to:
- Analyze your project automatically
- Generate complete DevOps configurations using AI
- Validate everything works correctly
From zero to full DevOps setup in under 5 minutes!
| Feature | Description |
|---|---|
| 🔍 Smart Project Analysis | Auto-detects languages, frameworks, databases, and package managers |
| 🤖 AI-Powered Generation | Uses Cline CLI to create customized, production-ready configurations |
| 📦 GitHub Actions CI/CD | Complete workflows with matrix testing, caching, and deployment |
| 🐳 Docker Support | Multi-stage Dockerfiles + docker-compose + .dockerignore |
| ☸️ Kubernetes Manifests | Deployment, Service, ConfigMap, Ingress, and HPA |
| ✅ AI Validation | Validates syntax and security best practices |
The CLI follows a modular architecture with clear separation of concerns:
Components:
- CLI Layer: Entry point using Commander.js for command parsing
- Commands: Modular handlers for init, analyze, generate, validate
- Generators: Specialized modules for GitHub Actions, Docker, and Kubernetes
- Cline Integration: AI engine wrapper for intelligent generation
This diagram shows the complete workflow from project input to generated DevOps files:
Flow Steps:
- Init → Create configuration file
- Analyze → Detect tech stack (static + AI)
- Generate → AI creates CI/CD, Docker, K8s files
- Validate → Check syntax and best practices
- Node.js 18+
- Cline CLI installed and authenticated
Option 1: Install from npm
npm install -g cline-devopsOption 2: Build from source
# Clone the repository
git clone https://github.com/shubhamsharma-10/Cline-devops
cd Cline-devops
# Install dependencies
npm install
# Build the project
npm run build
# Link globally
npm link# Step 1: Initialize configuration
cline-devops init -p /path/to/your/project
# Step 2: Analyze your project
cline-devops analyze -p /path/to/your/project
# Step 3: Generate DevOps configurations (AI-powered!)
cline-devops generate -p /path/to/your/project -t all -y
# Step 4: Validate generated files
cline-devops validate -p /path/to/your/projectInitialize DevOps configuration for your project.
cline-devops init -p <path> [-i]| Flag | Description |
|---|---|
-p, --path |
Project path (default: .) |
-i, --interactive |
Interactive mode with Cline AI |
Analyze codebase and detect technologies.
cline-devops analyze -p <path> [--deep]| Flag | Description |
|---|---|
-p, --path |
Project path (default: .) |
--deep |
Deep analysis using Cline AI |
Generate DevOps configurations using Cline AI.
cline-devops generate -p <path> -t <type> [-y]| Flag | Description |
|---|---|
-p, --path |
Project path (default: .) |
-t, --type |
all, github-actions, docker, or kubernetes |
-y, --autonomous |
Run Cline in fully autonomous mode |
Validate generated configurations.
cline-devops validate -p <path>$ cline-devops analyze -p ./my-express-app
Analyzing project... ✔
Quick Analysis Results:
Languages: JavaScript/TypeScript
Frameworks: Express, React
Package Manager: npm
Databases: MongoDB
Has Docker: ❌
Has CI/CD: ❌
✅ Analysis saved to ./my-express-app/.devops-gen.json$ cline-devops generate -p ./my-express-app -t github-actions -y
Loaded existing analysis ✔
🚀 Generating DevOps Configurations with Cline CLI...
Generating GitHub Actions workflows... ✔
✓ Created .github/workflows/ci.yml
✓ Created .github/workflows/deploy.yml
✅ All configurations generated successfully!cline-devops/
├── src/
│ ├── index.ts # CLI entry point (Commander.js)
│ ├── commands/
│ │ ├── init.ts # Initialize configuration
│ │ ├── analyze.ts # Project analysis (static + AI)
│ │ ├── generate.ts # Orchestrate generation
│ │ └── validate.ts # Validate all configs
│ ├── generators/
│ │ ├── github-actions.ts # GitHub Actions generator
│ │ ├── gendockerfile.ts # Docker + docker-compose generator
│ │ └── kubernetes.ts # K8s manifests generator
│ ├── cline/
│ │ ├── cline.ts # Cline CLI wrapper (execa)
│ │ └── prompts.ts # AI prompts for generation
│ └── utils/
│ └── helper.ts # YAML/Dockerfile extractors
├── package.json
├── tsconfig.json
└── README.md
This project is built around Cline CLI as the core AI engine:
| Integration Point | How Cline is Used |
|---|---|
| Deep Analysis | Analyzes project structure, dependencies, and recommends DevOps strategy |
| GitHub Actions | Generates complete CI/CD workflows tailored to detect tech stack |
| Dockerfile | Creates multi-stage, optimized Docker configurations |
| docker-compose | Generates service orchestration with proper networking |
| Kubernetes | Produces production-ready deployment manifests |
| Validation | AI-powered validation for syntax and security issues |
-o # Oneshot: Full autonomous mode
--yolo # Skip all confirmations
--no-interactive # Run without user interaction
-m act # Action mode: Actually create files// From src/cline/cline.ts
const response = await execa('cline', [prompt, '-o', '--yolo', '-m', 'act'], {
cwd: projectPath, // Run in target project directory
timeout: 300000, // 5 minute timeout for AI generation
});
|
|
|
| Impact Area | Description |
|---|---|
| Time Savings | Reduces DevOps setup from hours to minutes |
| Accessibility | Enables developers without DevOps expertise to set up pipelines |
| Consistency | Enforces best practices across all projects |
| Real-World Use | Any new project can benefit immediately |
- Novel Approach: Using Cline CLI as a DevOps automation engine (not just code generation)
- Unique Combination: Static analysis + AI-powered generation + AI validation
- Multi-Target: Single tool generates GitHub Actions + Docker + Kubernetes
- Clean Architecture: Modular TypeScript with separation of concerns
- Robust Cline Integration: Proper process spawning, timeout handling, output parsing
- Extensible Design: Easy to add GitLab, Azure DevOps, AWS support
- First time building a production CLI tool with AI integration
- Learned Cline CLI autonomous mode and programmatic usage
- Explored AI-powered code generation patterns
- Improved TypeScript and Node.js skills
- Beautiful CLI output with colors and spinners (using chalk + ora)
- Clear progress indicators during AI generation
- Intuitive command structure (init → analyze → generate → validate)
- Helpful error messages
- 📹 Demo video with captions
- 📖 Comprehensive README with examples
- 🏗️ Clear project structure documentation
- 🎯 Problem/Solution clearly stated
- GitLab CI/CD support
- Azure DevOps pipelines
- AWS ECS/Fargate deployment configs
- Terraform infrastructure generation
- Web UI for visual configuration
- VS Code extension integration
| Issue | Solution |
|---|---|
cline: command not found |
Install Cline CLI: npm install -g @anthropics/cline |
Error: Cline CLI not authenticated |
Run cline auth to authenticate |
Command timed out |
Cline AI takes time (~2-5 mins). Increase timeout or wait |
Permission denied |
Run with sudo npm install -g cline-devops |
YAML syntax error |
Run cline-devops validate to check generated files |
No analysis found |
Run cline-devops analyze before generate |
Still having issues? Open an issue
Contributions are welcome! Please feel free to submit a Pull Request.
- Fork the repository
- Create your feature branch (
git checkout -b feature/amazing-feature) - Commit your changes (
git commit -m 'Add amazing feature') - Push to the branch (
git push origin feature/amazing-feature) - Open a Pull Request
MIT License - see LICENSE for details.
Built with ❤️ for the WeMakeDevs Hackathon 2025
- Cline CLI - The AI coding assistant powering this tool
- WeMakeDevs - For organizing the hackathon
- Commander.js - CLI framework
- Chalk - Terminal styling
- Ora - Elegant terminal spinners
⭐ Star this repo if you found it useful!

