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.

Category
Coding
Introduced
2026
Unit
Percent (random guessing ≈ 0%)
Official site
epoch.ai

Top 9 models

Top models on MirrorCode
  1. Claude Opus 5.5 77.4%
  2. Claude Fable 5.1 73.3%
  3. Claude Fable 5 63.9%
  4. GPT-6 Astra 46.7%
  5. Claude Opus 4.7 31.1%
  6. GPT-5.6 Sol 20%
  7. GPT-5.4 15.6%
  8. GPT-5.5 10%
  9. Gemini 3.1 Pro Preview 8.9%

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All results

MirrorCode results by model
#ModelProviderScoreSettingSourceDate
1Claude Opus 5.5 Anthropic77.4%maxEpoch AI2026-09-22
2Claude Fable 5.1 Anthropic73.3%highEpoch AI2026-09-10
3Claude Fable 5 Anthropic63.9%highEpoch AI2026-08-10
4GPT-6 Astra OpenAI46.7%highEpoch AI2026-08-30
5Claude Opus 4.7 Anthropic31.1%highEpoch AI2026-08-12
6GPT-5.6 Sol OpenAI20%highEpoch AI2026-08-10
7GPT-5.4 OpenAI15.6%highEpoch AI2026-08-10
8GPT-5.5 OpenAI10%highEpoch AI2026-08-10
9Gemini 3.1 Pro Preview Google8.9%highEpoch AI2026-08-10

Compare the leaders

Other coding benchmarks

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.