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The Aggregate

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CodeClinic — leaderboard

Metric: Overall (self-reported). Source: benchmarklist.com. 8 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.653.1
2Gemini 3.1 Pro (Preview)53
3GPT-5.449.6
4Gemma 4 31B43.4
5GPT-OSS-120B36.1
6Qwen 3.5 27B34.2
7Qwen 3.5 4B21
8Qwen 3.5 9B20.2

Interactive version: theaggregate.ai/benchmark?slug=codeclinic · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.