system-prompts-and-models-o.../COMPARISON.md
Sahiix@1 13254d7cbf feat: Add metadata system, REST API, examples, and CI/CD pipeline
- Added 32 JSON metadata files for all AI coding tools
- Generated 39 REST API endpoints for programmatic access
- Created working examples in Python, JavaScript, and PowerShell
- Set up GitHub Actions workflow for automated deployment
- Enhanced README with comprehensive feature documentation
- Added version comparison and automation tools
- Updated 20+ documentation files
- Ready for GitHub Pages deployment
2025-10-02 22:23:26 +04:00

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# 🔍 AI Coding Tools Comparison Matrix
*Last Updated: October 2, 2025*
## Quick Comparison Table
| Tool | Type | Models | IDE Support | Key Features | Pricing | Status |
|------|------|--------|-------------|--------------|---------|--------|
| **Cursor** | IDE | GPT-4, GPT-5, Claude Sonnet 4 | Native | Agent mode, Memory, CLI | Free + Pro ($20/mo) | ✅ Active |
| **GitHub Copilot** | Extension | GPT-4.1, GPT-5, GPT-5-mini, Claude-4, Gemini 2.5 | VSCode, IDEs | Chat, Tab completion | $10/mo, $19/mo | ✅ Active |
| **Claude Code** | CLI | Claude Sonnet 4 | Terminal | AGENTS.md, Git integration | API-based | ✅ Active |
| **Windsurf** | IDE | Proprietary | Native | Wave 11 architecture | TBD | ✅ Active |
| **Amp** | IDE | Claude 4 Sonnet, GPT-5 | Native | Oracle, Task agents, Subagents | TBD | ✅ Active |
| **Replit** | Platform | Proprietary | Web | Deployment, Hosting | Free + Paid | ✅ Active |
| **v0 (Vercel)** | Platform | Proprietary | Web | Design-to-code, UI generation | Free + Paid | ✅ Active |
| **Devin AI** | Autonomous | Proprietary | Web | Autonomous coding agent | Enterprise | ✅ Active |
| **Augment Code** | Extension | Claude 4 Sonnet, GPT-5 | VSCode | Code completion, Chat | Paid | ✅ Active |
| **Lovable** | Platform | Proprietary | Web | Agent-based development | Paid | ✅ Active |
| **Same.dev** | Platform | Proprietary | Web | Collaborative coding | Paid | ✅ Active |
| **Trae** | Platform | Proprietary | Web | Builder + Chat modes | Paid | ✅ Active |
| **Manus Agent** | Tool | Proprietary | Multiple | Modular agent system | TBD | ✅ Active |
| **Traycer AI** | Tool | Proprietary | Multiple | Phase + Plan modes | TBD | ✅ Active |
| **Leap.new** | Platform | Proprietary | Web | Rapid prototyping | Free + Paid | ✅ Active |
| **Notion AI** | Extension | Proprietary | Web | Documentation-focused | Paid | ✅ Active |
| **Qoder** | Tool | Proprietary | Multiple | Quest system | TBD | ✅ Active |
| **Poke** | Tool | Proprietary | Multiple | Multi-phase prompts | TBD | ✅ Active |
| **Warp.dev** | Terminal | Proprietary | Native | AI-powered terminal | Free + Paid | ✅ Active |
| **Xcode (Apple)** | IDE | Proprietary | Native | Document, Explain actions | Free | ✅ Active |
| **Z.ai Code** | Tool | Proprietary | Multiple | Coding assistant | TBD | ✅ Active |
| **Perplexity** | Search | Proprietary | Web | AI search assistant | Free + Paid | ✅ Active |
| **Cluely** | Tool | Proprietary | Multiple | Default + Enterprise | Paid | ✅ Active |
| **Orchids.app** | Tool | Proprietary | Web | Decision-making AI | Paid | ✅ Active |
| **CodeBuddy** | Tool | Proprietary | Multiple | Chat + Craft modes | TBD | ✅ Active |
| **Comet Assistant** | Tool | Proprietary | Multiple | General assistant | TBD | ✅ Active |
| **Junie** | Tool | Proprietary | Multiple | Coding assistant | TBD | ✅ Active |
| **Kiro** | Tool | Proprietary | Multiple | Mode-based workflow | TBD | ✅ Active |
| **dia** | Tool | Proprietary | Multiple | AI assistant | TBD | ✅ Active |
| **Bolt** | Open Source | Multiple | Web | Full-stack development | Free | ✅ Active |
| **Cline** | Open Source | Multiple | VSCode | Extension-based | Free | ✅ Active |
| **RooCode** | Open Source | Multiple | VSCode | Coding assistant | Free | ✅ Active |
---
## Feature Comparison
### 🛠️ Core Capabilities
| Feature | Cursor | Copilot | Claude Code | Windsurf | Amp | Bolt | Cline |
|---------|---------|---------|-------------|----------|-----|------|-------|
| **File Operations** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| **Code Search** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| **Terminal Access** | ✅ | ✅ | ✅ | ✅ | ✅ | ⚠️ | ✅ |
| **Git Integration** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| **Web Search** | ✅ | ⚠️ | ✅ | ✅ | ✅ | ⚠️ | ✅ |
| **Web Browsing** | ⚠️ | ⚠️ | ✅ | ⚠️ | ✅ | ⚠️ | ⚠️ |
| **Multi-file Edit** | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| **Sub-agents** | ✅ | ❌ | ✅ | ⚠️ | ✅ | ❌ | ⚠️ |
| **Memory/Context** | ✅ | ⚠️ | ✅ | ⚠️ | ✅ | ⚠️ | ⚠️ |
| **Image Support** | ⚠️ | ✅ | ✅ | ⚠️ | ✅ | ⚠️ | ⚠️ |
**Legend:** ✅ Full Support | ⚠️ Partial/Limited | ❌ Not Available
---
## Tool Categories
### 🏢 **Commercial IDE-Based**
Full IDE experiences with deep integration
- **Cursor** - Independent IDE built on VSCode
- **Windsurf** - Next-gen IDE with Wave architecture
- **Amp** - Powerful agent system with Oracle reasoning
- **Xcode** - Apple's native IDE integration
**Best For:** Professional developers wanting comprehensive tooling
---
### 🔌 **IDE Extensions**
Plugins for existing editors
- **GitHub Copilot** - Multi-IDE support, massive user base
- **Augment Code** - Advanced code completion
- **Cline** - Open source VSCode extension
**Best For:** Developers who want to keep their existing IDE
---
### 🖥️ **Terminal/CLI**
Command-line focused tools
- **Claude Code** - Anthropic's official CLI tool
- **Warp.dev** - AI-powered terminal
- **Codex CLI** - OpenAI command-line interface
- **Gemini CLI** - Google's CLI tool
**Best For:** DevOps, system administrators, terminal enthusiasts
---
### 🌐 **Web Platforms**
Browser-based development environments
- **Replit** - Cloud IDE with deployment
- **v0** - Design-to-code specialization
- **Bolt** - Open source full-stack
- **Lovable** - Agent-based web development
- **Leap.new** - Rapid prototyping
**Best For:** Quick prototypes, learning, collaborative projects
---
### 🤖 **Autonomous Agents**
Independent coding agents that work autonomously
- **Devin AI** - First autonomous software engineer
- **Poke** - Multi-phase agent system
- **Manus Agent** - Modular agent architecture
**Best For:** Complex projects, hands-off development
---
### 🧩 **Specialized Tools**
Domain-specific or feature-focused
- **Notion AI** - Documentation focus
- **Perplexity** - Search-focused
- **Traycer AI** - Phase-based development
- **Qoder** - Quest-driven development
**Best For:** Specific use cases, niche requirements
---
## Model Support Matrix
### Language Model Availability
| Tool | GPT-4 | GPT-4.1 | GPT-5 | Claude 3.5 | Claude 4 | Gemini 2.5 | Custom |
|------|-------|---------|-------|------------|----------|------------|--------|
| Cursor | ✅ | ✅ | ✅ | ✅ | ✅ | ⚠️ | ✅ |
| Copilot | ✅ | ✅ | ✅ | ⚠️ | ✅ | ✅ | ❌ |
| Claude Code | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
| Amp | ⚠️ | ⚠️ | ✅ | ⚠️ | ✅ | ⚠️ | ⚠️ |
| Windsurf | ⚠️ | ⚠️ | ⚠️ | ⚠️ | ⚠️ | ⚠️ | ❌ |
| Bolt | ✅ | ⚠️ | ⚠️ | ✅ | ✅ | ⚠️ | ✅ |
| Cline | ✅ | ⚠️ | ⚠️ | ✅ | ✅ | ✅ | ✅ |
---
## Pricing Comparison
### 💰 Cost Breakdown
| Tool | Free Tier | Individual | Team | Enterprise |
|------|-----------|------------|------|------------|
| **Cursor** | ✅ Limited | $20/mo | Custom | Custom |
| **Copilot** | ❌ | $10/mo (Individual) | $19/user/mo | Custom |
| **Claude Code** | API costs | API costs | API costs | Custom |
| **Replit** | ✅ Limited | $7/mo | $15/user/mo | Custom |
| **v0** | ✅ Limited | $20/mo | Custom | Custom |
| **Bolt** | ✅ Free (OSS) | - | - | - |
| **Cline** | ✅ Free (OSS) | - | - | - |
| **Warp.dev** | ✅ Free | $15/mo | Custom | Custom |
---
## Advanced Features Comparison
### 🎯 Specialized Capabilities
#### **Agent Systems**
- **Amp**: Oracle (o3 reasoning), Task executors, Codebase search agents
- **Cursor**: Agent mode with memory management
- **Claude Code**: Task agents, sub-agents
- **Manus Agent**: Modular agent architecture
#### **Memory/Context Management**
- **Cursor**: Explicit memory system, memory rating
- **Claude Code**: AGENTS.md context file
- **Amp**: Thread-based context
- **Copilot**: Session-based context
#### **Code Quality**
- **All major tools**: Diagnostics, linting
- **Cursor, Amp, Claude Code**: Verification gates (typecheck → lint → test → build)
- **Copilot**: Integration with GitHub Actions
#### **Collaboration Features**
- **Replit**: Real-time collaboration
- **GitHub Copilot**: Team insights
- **Same.dev**: Collaborative focus
- **Notion AI**: Documentation sharing
---
## Tool Selection Guide
### 🎯 **Choose Based On Your Needs**
#### **For Beginners**
**GitHub Copilot** or **Cursor**
- Easiest to start with
- Great documentation
- Large community
#### **For Professional Developers**
**Cursor** or **Amp** or **Windsurf**
- Most powerful features
- Advanced agent systems
- Deep customization
#### **For Terminal Users**
**Claude Code** or **Warp.dev**
- CLI-first design
- Git integration
- Shell command assistance
#### **For Web Development**
**v0**, **Bolt**, or **Replit**
- UI-focused
- Quick deployment
- Visual feedback
#### **For Open Source Projects**
**Bolt**, **Cline**, or **RooCode**
- Free and open
- Community-driven
- Self-hostable
#### **For Enterprise**
**GitHub Copilot Enterprise** or **Devin AI**
- Security features
- Admin controls
- Compliance support
#### **For Learning/Education**
**Replit** or **Bolt**
- Free tiers
- Educational focus
- Easy sharing
---
## Performance Considerations
### ⚡ Response Time (Approximate)
- **Fast (<1s)**: Copilot tab completion, Cursor inline
- **Medium (1-3s)**: Chat responses, simple edits
- **Slow (5-30s)**: Complex multi-file changes, reasoning
- **Very Slow (1-5min)**: Autonomous agents, deep analysis
### 💾 Context Window Sizes
- **Large (200K+ tokens)**: Gemini 2.5 Pro, Claude 4 Sonnet
- **Medium (128K tokens)**: GPT-4, Claude 3.5
- **Standard (32K tokens)**: GPT-4 (older), fine-tuned models
---
## Security & Privacy
### 🔒 Data Handling
| Tool | Code Storage | Training Data | Enterprise Options |
|------|--------------|---------------|-------------------|
| **Copilot** | GitHub servers | Opt-out available | Enterprise tier |
| **Cursor** | Local/Cloud | Not used for training | Coming soon |
| **Claude Code** | API only | Not used for training | Available |
| **Open Source** | Self-hosted | User controlled | Self-hosted |
---
## Strengths & Weaknesses
### **Cursor**
**✅ Strengths:** Agent mode, memory, multi-model, VSCode base
** Weaknesses:** Proprietary, pricing for heavy use
### **GitHub Copilot**
**✅ Strengths:** Multi-IDE, huge community, GitHub integration, most models
** Weaknesses:** Less autonomous than competitors
### **Claude Code**
**✅ Strengths:** CLI-first, powerful tools, todo management, git workflow
** Weaknesses:** Terminal only, API costs
### **Amp**
**✅ Strengths:** Oracle reasoning, powerful subagents, parallel execution
** Weaknesses:** New tool, pricing unclear
### **Windsurf**
**✅ Strengths:** Wave architecture, modern UI
** Weaknesses:** New tool, limited information
### **Bolt (Open Source)**
**✅ Strengths:** Free, full-stack, web-based, open source
** Weaknesses:** Limited compared to commercial tools
---
## Integration Ecosystem
### 🔗 **Supported Integrations**
#### Version Control
- **All Tools**: Git support
- **Copilot**: Deep GitHub integration
- **Claude Code**: Advanced git workflows
#### Cloud Platforms
- **Replit**: Native deployment
- **v0**: Vercel deployment
- **Copilot**: Azure, GitHub
#### Development Tools
- **Most Tools**: npm, pip, cargo, etc.
- **Specialized**: Docker, Kubernetes (varies)
---
## Future Outlook
### 🚀 **Emerging Trends**
1. **Autonomous agents** becoming standard
2. **Multi-model support** across all tools
3. **Better context management** (AGENTS.md pattern)
4. **Parallel execution** optimization
5. **Specialized sub-agents** (Oracle, Task, Search)
6. **Enhanced memory systems**
### 📊 **Market Direction**
- More IDE competition (Cursor, Windsurf, Amp)
- Open source alternatives gaining traction
- Enterprise features becoming essential
- Privacy-focused options emerging
---
## Recommendations Summary
| Use Case | Primary Choice | Alternative | Budget Option |
|----------|---------------|-------------|---------------|
| **General Development** | Cursor | Copilot | Cline |
| **Web Development** | v0 | Bolt | Replit Free |
| **Terminal Work** | Claude Code | Warp.dev | Codex CLI |
| **Enterprise** | Copilot Enterprise | Cursor Pro | Self-hosted |
| **Learning** | Replit | Bolt | Cline |
| **Open Source** | Cline | Bolt | RooCode |
---
## Additional Resources
- **Official Documentation**: Check each tool's website
- **Community**: Discord servers, GitHub discussions
- **Prompts**: This repository contains actual system prompts
- **Security**: See [ZeroLeaks](https://zeroleaks.io/) for AI security audits
---
*This comparison is based on publicly available information and system prompts in this repository. Features and pricing may change. Last updated: October 2025.*