Coding benchmark
MirrorCode leaderboard
As of October 2026, Claude Opus 5.5 has the highest published MirrorCode score on Noometry at 77.4%, out of 9 models with results.
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About MirrorCode
A description with primary sources is being prepared for this benchmark.
Top 9 models
- Claude Opus 5.5 77.4%
- Claude Fable 5.1 73.3%
- Claude Fable 5 63.9%
- GPT-6 Astra 46.7%
- Claude Opus 4.7 31.1%
- GPT-5.6 Sol 20%
- GPT-5.4 15.6%
- GPT-5.5 10%
- Gemini 3.1 Pro Preview 8.9%
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All results
| # | Model | Provider | Score | Setting | Source | Date |
|---|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 | Anthropic | 77.4% | max | Epoch AI | 2026-09-22 |
| 2 | Claude Fable 5.1 | Anthropic | 73.3% | high | Epoch AI | 2026-09-10 |
| 3 | Claude Fable 5 | Anthropic | 63.9% | high | Epoch AI | 2026-08-10 |
| 4 | GPT-6 Astra | OpenAI | 46.7% | high | Epoch AI | 2026-08-30 |
| 5 | Claude Opus 4.7 | Anthropic | 31.1% | high | Epoch AI | 2026-08-12 |
| 6 | GPT-5.6 Sol | OpenAI | 20% | high | Epoch AI | 2026-08-10 |
| 7 | GPT-5.4 | OpenAI | 15.6% | high | Epoch AI | 2026-08-10 |
| 8 | GPT-5.5 | OpenAI | 10% | high | Epoch AI | 2026-08-10 |
| 9 | Gemini 3.1 Pro Preview | 8.9% | high | Epoch AI | 2026-08-10 |
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Frequently asked questions
Which model has the highest MirrorCode score?
As of October 2026, Claude Opus 5.5 has the highest published MirrorCode score on Noometry at 77.4%, out of 9 models with results.