Coding
LiveBench Coding Leaderboard
LiveBench Coding evaluates code generation and completion on fresh, contamination-free programming tasks that are updated regularly.
Source: livebench19 open models ranked+51 proprietaryData through Jun 2026
All models ranked on LiveBench Coding
Proprietary / closed models are shown dimmed — you can't run them locally, but they show where the open field stands.
| # | Model | Score | VRAM @ Q4 |
|---|---|---|---|
| 1 | Claude Sonnet 5.5 Max · proprietary | 91.4 | API only |
| 2 | Claude Opus 5.5 · proprietary | 89.3 | API only |
| 3 | Claude Opus 5.5 Max · proprietary | 89.3 | API only |
| 4 | Claude Sonnet 5.5 · proprietary | 88.9 | API only |
| 5 | Claude Fable 5.1 Max · proprietary | 86.4 | API only |
| 6 | Claude Fable 5 Max · proprietary | 86.0 | API only |
| 7 | GPT 5.6 Sol Max · proprietary | 83.9 | API only |
| 8 | GPT 5.2 Codex · proprietary | 83.6 | API only |
| 9 | GPT 5.6 Luna Max · proprietary | 82.9 | API only |
| 10 | Smaug Agentic · proprietary | 82.5 | API only |
| 11 | GPT 5.5 · proprietary | 82.2 | API only |
| 12 | Claude Opus 4.7 · proprietary | 82.1 | API only |
| 13 | Claude Opus 4.8 Max · proprietary | 81.8 | API only |
| 14 | GPT 6 Sol Max · proprietary | 81.8 | API only |
| 15 | Claude Opus 5 Max · proprietary | 81.5 | API only |
| 16 | Kimi K3 · 2779.9B | 81.5 | ~1674 GB |
| 17 | Muse Spark 1.3 · proprietary | 81.1 | API only |
| 18 | GPT 6.1 Sol · proprietary | 80.7 | API only |
| 19 | Claude Sonnet 5 · proprietary | 80.7 | API only |
| 20 | Muse Wonder 1.0 Max · proprietary | 80.7 | API only |
| 21 | GPT 6 Astra Max · proprietary | 80.4 | API only |
| 22 | GPT 6.1 Sol Max · proprietary | 80.4 | API only |
| 23 | DeepSeek V4.1 Flash · 763.2B | 80.0 | ~458 GB |
| 24 | Claude Opus 4.5 · proprietary | 79.7 | API only |
| 25 | GLM 5.2 · 753.3B | 79.7 | ~456 GB |
| 26 | Claude Sonnet 4.6 · proprietary | 79.3 | API only |
| 27 | GLM 5.3 · 753.3B | 79.0 | ~456 GB |
| 28 | GLM 5.3 Flash · 321.3B | 79.0 | ~195 GB |
| 29 | GPT 6 Luna Max · proprietary | 79.0 | API only |
| 30 | Gemini 3.7 Flash · proprietary | 78.9 | API only |
| 31 | Kimi K2.6 · 1026.9B | 78.6 | ~620 GB |
| 32 | GPT 5.6 Terra Max · proprietary | 78.3 | API only |
| 33 | Claude Opus 4.6 · proprietary | 78.2 | API only |
| 34 | Gemini 3.5 Flash · proprietary | 78.2 | API only |
| 35 | Qwen3.6 Plus · proprietary | 78.2 | API only |
| 36 | Claude Haiku 5.5 Max · proprietary | 77.9 | API only |
| 37 | Gemini 3.6 Flash · proprietary | 77.9 | API only |
| 38 | GPT 5.4 · proprietary | 77.5 | API only |
| 39 | Muse Spark 1.2 · proprietary | 77.5 | API only |
| 40 | DeepSeek V4 Pro 0813 · 1650.5B | 77.2 | ~991 GB |
| 41 | Grok 4.7 · proprietary | 77.2 | API only |
| 42 | Mistral Large 4 · proprietary | 77.2 | API only |
| 43 | Muse Spark 1.1 · proprietary | 77.2 | API only |
| 44 | Smaug Flash · 304.2B | 77.1 | ~609 GB |
| 45 | Grok 4.6 · proprietary | 76.8 | API only |
| 46 | Gemini 3.1 Pro · proprietary | 76.5 | API only |
| 47 | Claude Haiku 5.5 · proprietary | 76.4 | API only |
| 48 | Gemini 3.5 Flash Lite · proprietary | 76.1 | API only |
| 49 | GPT 5.2 · proprietary | 76.1 | API only |
| 50 | Ox Alpha Max · proprietary | 75.8 | API only |
| 51 | Qwen3.8 27B · 27.8B | 75.7 | ~17 GB |
| 52 | Smaug Mini · proprietary | 75.4 | API only |
| 53 | DeepSeek V4 Flash 0731 · 304.2B | 75.0 | ~183 GB |
| 54 | Qwen3.7 Max · proprietary | 74.2 | API only |
| 55 | Kimi K2.7 Code · 1026.9B | 74.0 | ~620 GB |
| 56 | Qwen3.8 Max · proprietary | 72.9 | API only |
| 57 | Qwen3.8 Flash Next · 180.0B | 72.5 | ~108 GB |
| 58 | Gemini 3.8 Flash · proprietary | 72.5 | API only |
| 59 | Qwen3.6 27B · 27.8B | 71.8 | ~17 GB |
| 60 | GPT 5.4 Mini · proprietary | 71.6 | API only |
| 61 | Inkling · 952.4B | 71.0 | ~572 GB |
| 62 | GPT 5.4 Nano · proprietary | 70.8 | API only |
| 63 | NVIDIA Nemotron 3 Ultra 550B A55B BF16 · 560.5B | 70.7 | ~370 GB |
| 64 | DeepSeek V4 Pro · 1598.8B | 70.0 | ~960 GB |
| 65 | Grok 4.3 · proprietary | 69.9 | API only |
| 66 | DeepSeek V4 Flash · 290.9B | 69.2 | ~175 GB |
| 67 | Grok 4.5 · proprietary | 68.6 | API only |
| 68 | DeepSeek V4 Flash Vision Exp · 304.6B | 68.2 | ~183 GB |
| 69 | MiniMax M3 · 427.0B | 68.2 | ~257 GB |
| 70 | Grok Build 0.1 · proprietary | 65.4 | API only |
Score vs model size
Which models give the most quality for their size — the ones worth running locally.
- Qwen3.8 27B, 28B, score 75.7 — on the efficiency frontier (best score at its size or smaller).
- Smaug Flash, 304B, score 77.1 — on the efficiency frontier (best score at its size or smaller).
- GLM 5.3 Flash, 321B, score 79.0 — on the efficiency frontier (best score at its size or smaller).
- GLM 5.2, 753B, score 79.7 — on the efficiency frontier (best score at its size or smaller).
- DeepSeek V4.1 Flash, 763B, score 80.0 — on the efficiency frontier (best score at its size or smaller).
- Kimi K3, 2.8T, score 81.5 — on the efficiency frontier (best score at its size or smaller).
LiveBench Coding: frequently asked questions
- What is the best open LLM on LiveBench Coding?
- Kimi K3 is the top open model on LiveBench Coding, scoring 81.5. Among all models tested — including proprietary ones — it ranks #15. The top model overall is Claude Sonnet 5.5 Max (Anthropic) at 91.4.
- What's the best LiveBench Coding model you can run on a 24 GB GPU?
- Qwen3.8 27B is the highest-scoring open model that fits in 24 GB at 4-bit quantization (~17 GB), scoring 75.7 on LiveBench Coding.
- Can open models match proprietary models on LiveBench Coding?
- Not quite on LiveBench Coding: the strongest proprietary model (Claude Sonnet 5.5 Max) scores 91.4, ahead of the best open model (Kimi K3) at 81.5 — but you can run the open one yourself.
Scores aggregated from livebench. llmrun does not run this benchmark — see the source for methodology, or the about benchmarks for what it measures.