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Side-by-side capability comparison across AI coding tools.

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Claude Code70 / 100
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Code Generation
Single file generation
4/5
5/5
5/5
4/5
5/5
Multi-file generation
4/5
5/5
4/5
4/5
4/5
Full project scaffolding
5/5
4/5
4/5
4/5
4/5
Iterative refinement
4/5
5/5
5/5
4/5
5/5
Collaboration
Real-time pair programming
1/5
1/5
1/5
5/5
1/5
Agent-to-agent coordination
1/5
4/5
1/5
1/5
1/5
Human review workflow
3/5
4/5
3/5
3/5
3/5
Team/shared context
3/5
1/5
3/5
5/5
3/5
Context & Understanding
Codebase-wide context
3/5
5/5
5/5
3/5
1/5
File-level context
4/5
5/5
5/5
4/5
4/5
Conversation memory
4/5
4/5
4/5
3/5
4/5
Documentation ingestion
1/5
4/5
4/5
1/5
1/5
Deployment
One-click deploy
4/5
1/5
1/5
5/5
5/5
Preview environments
4/5
1/5
1/5
4/5
5/5
CI/CD integration
3/5
3/5
3/5
3/5
4/5
Infrastructure provisioning
1/5
1/5
1/5
3/5
1/5
Editing
Inline code editing
4/5
5/5
5/5
4/5
4/5
Multi-file coordinated edits
4/5
5/5
4/5
3/5
4/5
Diff-based editing
3/5
5/5
5/5
3/5
4/5
Refactoring support
3/5
4/5
4/5
3/5
3/5
Platform
CLI
1/5
5/5
1/5
1/5
1/5
IDE extension
1/5
4/5
5/5
1/5
1/5
Web-based
5/5
1/5
1/5
5/5
5/5
API access
1/5
5/5
1/5
3/5
3/5
Self-hostable
1/5
1/5
1/5
1/5
1/5
Tool Integration
MCP support
1/5
5/5
3/5
1/5
1/5
External tool calling
1/5
5/5
4/5
1/5
1/5
Browser/web access
1/5
4/5
3/5
1/5
1/5
Terminal/shell access
3/5
5/5
4/5
5/5
1/5
Git integration
3/5
5/5
4/5
3/5
3/5