Best AI Models for Coding
AI models ranked by coding ability using SWE-bench Verified, HumanEval, and BigCodeBench scores. Fallback to Arena Elo for unbenched models.
Claude Opus 4.6
Score: 83.9
58.2
Across all ranked models
45
With benchmark data
Top Best for Coding Models by Weighted Score
Top 15 models by weighted score
Benchmark Breakdown
Per-benchmark scores for top 10 models
How scores are calculated
Each model's score is a weighted average of its available benchmark results. When a model is missing some benchmarks, the weights are re-normalized across the benchmarks that are available. Models without any primary benchmark data fall back to Arena Elo (normalized to 0-100) and are marked accordingly. All scores are on a 0-100 scale. Data sourced from official model cards, published papers, and third-party evaluation platforms.
Other Specialty Leaderboards
Based on our benchmark analysis, Claude Opus 4.6 by Anthropic is currently the #1 ranked model for coding, with a weighted score of 83.9/100.
Models are ranked using a weighted average of SWE-bench Verified, HumanEval, BigCodeBench benchmark scores. Models without primary benchmark data fall back to Arena Elo. All scores are normalized to a 0-100 scale.
We currently rank 45 models that have relevant benchmark data for coding tasks.