Model comparison
Claude Opus 4.1 vs Deepseek Coder v2
Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 35.9 on the Noometry Index.
Last verified . 17 shared benchmarks.
DeepSeekSummary
- They share 17 benchmarks with published results for both. Claude Opus 4.1 scores higher in 7 categories and Deepseek Coder v2 in 1 category; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Claude Opus 4.1 leads 62.4 to 38.2.
- Deepseek Coder v2 has downloadable open weights; the other is API-only.
Side by side
| Claude Opus 4.1 | Deepseek Coder v2 | |
|---|---|---|
| Provider | Anthropic | DeepSeek |
| Noometry Index | 41.0 | 35.9 |
| Released | 2025-08-05 | 2024-06-17 |
| Weights | Proprietary | Open |
| Context window | 200K | — |
| Max output | 32K | — |
| Input $ / M tokens | $15 | — |
| Output $ / M tokens | $75 | — |
| Results tracked | 48 | 24 |
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Category by category
Coding Claude Opus 4.1 leads
Claude Opus 4.1: 44.4 (#73), Deepseek Coder v2: 38.1 (#183)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Coding | 1479 | 1251 |
| SWE-bench Verified | 73.3% | — |
| LMArena WebDev | 1390 | — |
| WeirdML | 45.9% | — |
| BigCodeBench Instruct | — | 48.2% |
| BigCodeBench Complete | — | 59.7% |
| ALE-Bench | 674.77 | — |
| AlgoTune | 1.34 | — |
| HumanEval+ | — | 82.3% |
| MBPP+ | — | 75.1% |
Agentic & Tool Use Not comparable
Claude Opus 4.1: 35.0 (#41), Deepseek Coder v2: —
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| Terminal-Bench | 38% | — |
| GDPval | 43.6% | — |
| Cybench | 42% | — |
| DeepResearch Bench | 48.3% | — |
| LMArena Search | 1148 | — |
| METR Time Horizons | 66.8% | — |
Reasoning Claude Opus 4.1 leads
Claude Opus 4.1: 32.2 (#76), Deepseek Coder v2: 23.6 (#176)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Hard Prompts | 1443 | 1207 |
| SimpleBench | 60% | — |
| Chess Puzzles | 7% | — |
| EnigmaEval | 7.2% | — |
| EBR-Bench | 7.9% | — |
| Mystery Game Puzzles | 21% | — |
| DTBench | 80% | — |
| LMCA | 37.1% | — |
| Epoch Capabilities Index | 144.12 | — |
| ForecastBench | 62 | — |
| WinoGrande | — | 83.7% |
Math Deepseek Coder v2 leads
Claude Opus 4.1: 22.3 (#277), Deepseek Coder v2: 34.9 (#190)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Math | 1431 | 1241 |
| FrontierMath (Tiers 1-3) | 12.6% | — |
| FrontierMath Tier 4 | 2.4% | — |
| OTIS Mock AIME 2024-2025 | 68.9% | — |
| FrontierMath (Feb 2025 set) | 7.2% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
| GSM8K | — | 94.5% |
Knowledge Claude Opus 4.1 leads
Claude Opus 4.1: 42.0 (#101), Deepseek Coder v2: 32.3 (#212)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Expert | 1439 | 1181 |
| GPQA Diamond | 77.3% | — |
| Humanity's Last Exam | 11.5% | — |
| Confabulations | 17.1% | — |
| Vectara Hallucination Rate | 11.8% | — |
| ARC (AI2) Challenge | — | 64.3% |
Multimodal Not comparable
Claude Opus 4.1: 26.8 (#119), Deepseek Coder v2: —
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| VPCT | 35% | — |
Multilingual Claude Opus 4.1 leads
Claude Opus 4.1: 52.0 (#95), Deepseek Coder v2: 36.3 (#240)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Non-English | 1405 | 1182 |
| LMArena Chinese | 1427 | 1201 |
| LMArena French | 1431 | 1185 |
| LMArena German | 1413 | 1164 |
| LMArena Japanese | 1378 | 1126 |
| LMArena Korean | 1380 | 1104 |
| LMArena Russian | 1422 | 1188 |
| LMArena Spanish | 1448 | 1153 |
Instruction Following Claude Opus 4.1 leads
Claude Opus 4.1: 75.6 (#58), Deepseek Coder v2: 61.7 (#242)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Instruction Following | 1435 | 1180 |
Long Context Claude Opus 4.1 leads
Claude Opus 4.1: 44.5 (#63), Deepseek Coder v2: 37.0 (#224)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Longer Query | 1455 | 1219 |
Writing & Preference Claude Opus 4.1 leads
Claude Opus 4.1: 62.4 (#74), Deepseek Coder v2: 38.2 (#253)
| Benchmark | Claude Opus 4.1 | Deepseek Coder v2 |
|---|---|---|
| LMArena Text | 1419 | 1191 |
| LMArena Creative Writing | 1412 | 1120 |
| LMArena Multi-Turn | 1444 | 1177 |
| Short-Story Creative Writing | 84.7% | — |
Frequently asked questions
Is Claude Opus 4.1 better than Deepseek Coder v2?
Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 35.9 on the Noometry Index.
Is Claude Opus 4.1 or Deepseek Coder v2 better for coding?
Claude Opus 4.1 scores higher on coding benchmarks: 44.4 versus 38.1 in the Noometry coding category.
How many benchmarks do Claude Opus 4.1 and Deepseek Coder v2 share?
17 benchmarks have published results for both models. Claude Opus 4.1 has 48 scored results on Noometry and Deepseek Coder v2 has 24.