AI models ranked by coding ability across benchmarks, real-world usage, and developer sentiment. Rankings are updated hourly using real-time data including benchmarks, Elo ratings, community sentiment, and adoption metrics.
| Rank | Model | Provider | Score | Status | Actions |
|---|---|---|---|---|---|
1 | Anthropic | 94 | |||
2 | o12nd | OpenAI | 92 | ||
3 | 91 | Under review | |||
4 | OpenAI | 91 | |||
5 | DeepSeek | 87 | Under review | ||
6 | OpenAI | 85 | |||
7 | OpenAI | 83 | May change | ||
8 | Meta | 81 | |||
9 | xAI | 78 | Under review | ||
10 | Alibaba | 76 | |||
11 | Mistral AI | 72 | |||
12 | 69 | New | |||
13 | Mistral AI | 66 | |||
14 | GitHub | 62 | |||
15 | Anthropic | 59 | |||
16 | OpenAI | 48 | May change | ||
17 | OpenAI | 36 | May change |
Our coding model rankings use a composite scoring system that combines multiple signals to give you the most complete picture of each model's strengths and weaknesses.
Performance on standardized coding, reasoning, and category-specific benchmarks.
Head-to-head comparison ratings from AI chatbot arenas and blind testing.
Analysis of discussions on Reddit, Twitter/X, and developer forums.
Real-world usage data, API traffic patterns, and growth trajectories.
Search volume and interest trends for model-related queries.
Stars, forks, and contributor activity for open-source models and integrations.
Performance-per-dollar analysis based on API pricing and output quality.
Real-time API latency measurements and throughput testing.
Scores are normalized to a 0-100 scale. Rankings update hourly. Learn more about our methodology.
As of our latest rankings, Claude 4.5 Sonnet leads the coding category with a composite score of 93.68. Rankings are updated hourly based on benchmarks, adoption metrics, community sentiment, and more.
We use a composite scoring system that combines multiple signals: benchmark performance, Elo ratings, repository popularity, community sentiment, API latency, cost efficiency, adoption rates, and expert reviews. Each signal is normalized and weighted to produce a final score.
We currently track 17 AI models in the coding category. Our coverage is expanding as new models are released.
Rankings refresh every hour. We continuously monitor all signals and recalculate scores to ensure you always see the most up-to-date information.
Yes! Click on any two models to see a detailed head-to-head comparison, including signal-by-signal breakdowns, pricing calculators, and personalized recommendations.