AI Coding Agents Benchmark Index

Comprehensive guide to AI-powered development assistants and coding automation tools

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Overview

This section provides comprehensive benchmarks and comparisons of AI-powered development assistants across different environments and use cases.

Available Benchmarks

Choose Your Coding Agent

Complete guide to selecting the right AI coding agent based on your workflow, including:

  • Enterprise Solutions: GitHub Copilot Agent, Devin, Claude Code, Amazon Q Developer
  • IDE-Integrated: Cursor, Windsurf, VS Code Agent Mode, Continue
  • Open Source: OpenHands, Sweep AI, AutoCodeRover
  • Browser-Based: Bolt.new, Lovable

Key Metrics

Our benchmarks evaluate coding agents across five dimensions:

  • Autonomy - Independent operation capability
  • Contextual Reasoning - Codebase understanding
  • Refactoring - Code improvement abilities
  • Integration - Workflow compatibility
  • Extensibility - Customization options

Top Performers

  • Cursor: 8.8/10 - Best IDE integration
  • OpenHands: 8.0/10 - Best repository automation
  • Windsurf: 7.8/10 - Best enterprise features
  • GitHub Copilot Agent: 7.4/10 - Best GitHub integration

Next: Choose Your Coding Agent for detailed comparisons and decision framework.