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

13 KiB

🔍 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

  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 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.