Best AI Coding Agents

Specialized evaluation focusing on AI coding assistants with detailed scoring breakdown

June 2025 Evaluation Subset Models & Tests

Usage Note: Any model performing greater than 65% is very usable for day-to-day coding. You'd need to consider cost and time on top of these rankings for if it suits your needs.

Scoring Breakdown

LLM as Judge: Qualitative assessment by Sonnet 3.7 Thinking (0-4 scale)
Deterministic Checks: Automated instruction following verification (0-1 scale)
Diff Errors: Code correctness penalty (negative points for errors)
Rank Model Agent Final Score Date