Model rankings
Coding leaderboard
Ranked by one published coding index version and evaluation harness at a time.
Version
Top models
Coding ranking
| Rank | Model | Creator | Score | Input / 1M | Context | Last verified |
|---|---|---|---|---|---|---|
| 1 | GPT-5-Codex | OpenAI | 38.9 | $1.1 | 400K | Jul 30, 2026 |
| 2 | Step 3.7 Flash | StepFun | 37.1 | $0.185 | 256K | Jul 30, 2026 |
| 3 | Step 3.5 Flash 2603 | StepFun | 34.6 | $0.1 | 256K | Jul 30, 2026 |
| 4 | North Mini Code | Cohere | 33.4 | Not listed | 256K | Jul 30, 2026 |
| 5 | Gemini 2.5 Pro | 32.0 | $1.25 | 1.04858M | Jul 30, 2026 | |
| 6 | Step 3.5 Flash | StepFun | 31.6 | $0.1 | 256K | Jul 30, 2026 |
| 7 | GLM-4.6 | Zhipu AI | 29.5 | $0.6 | 204.8K | Jul 30, 2026 |
| 8 | Qwen3 Max | Alibaba Qwen | 26.4 | $1.2 | 262.144K | Jul 30, 2026 |
| 9 | GLM-4.5 | Zhipu AI | 26.3 | $0.6 | 131.072K | Jul 30, 2026 |
| 10 | Mistral Small 4 | Mistral AI | 24.3 | $0.15 | 256K | Jul 30, 2026 |
| 11 | GPT-4o (2024-05-13) | OpenAI | 24.2 | $5 | 128K | Jul 30, 2026 |
| 12 | GLM-4.5-Air | Zhipu AI | 23.8 | $0.2 | 131.072K | Jul 30, 2026 |
| 13 | Devstral 2 | Mistral AI | 23.7 | $0.4 | 262.144K | Jul 30, 2026 |
| 14 | Mistral Large 3 | Mistral AI | 22.7 | $0.5 | 262.144K | Jul 30, 2026 |
| 15 | Gemini 2.5 Flash | 22.2 | $0.3 | 1.04858M | Jul 30, 2026 | |
| 16 | GPT-4 Turbo | OpenAI | 21.5 | $10 | 128K | Jul 30, 2026 |
| 17 | Qwen3-Coder 30B-A3B Instruct | Alibaba Qwen | 19.4 | $0.45 | 262.144K | Jul 30, 2026 |
| 18 | GPT-4o (2024-11-20) | OpenAI | 16.7 | $2.5 | 128K | Jul 30, 2026 |
| 19 | GPT-4o (2024-08-06) | OpenAI | 16.6 | $2.5 | 128K | Jul 30, 2026 |
| 20 | DeepSeek-R1 | DeepSeek | 15.9 | $0.7 | 128K | Jul 30, 2026 |
| 21 | Mistral Large 2.1 | Mistral AI | 13.8 | $2 | 131.072K | Jul 30, 2026 |
| 22 | Mistral Medium 3 | Mistral AI | 13.6 | $0.4 | 131.072K | Jul 30, 2026 |
| 23 | GPT-4 | OpenAI | 13.1 | $30 | 8.192K | Jul 30, 2026 |
| 24 | GLM-4.5V | Zhipu AI | 10.9 | $0.6 | 64K | Jul 30, 2026 |
| 25 | Llama-3.3-70B-Instruct | Meta | 10.7 | $0.13 | 128K | Jul 30, 2026 |
| 26 | GPT-3.5-turbo | OpenAI | 10.7 | $0.5 | 16.385K | Jul 30, 2026 |
| 27 | Gemini 2.5 Flash-Lite | 9.5 | $0.1 | 1.04858M | Jul 30, 2026 |