Code Arena | Overall

View overall rankings across AI models on agentic coding tasks involving multi-step reasoning, tool use, and production-style workflows.

Feb 24, 2026

171,212 votes

46 models

	Rank Spread
1	12	claude-opus-4-6 Anthropic · Proprietary	1560+13/-13	2,845
2	13	claude-opus-4-6-thinking Anthropic · Proprietary	1553+15/-15	2,182
3	23	claude-sonnet-4-6 Anthropic · Proprietary	1531+16/-16	1,839
4	44	claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary	1499+8/-8	11,149
5	58	gpt-5.2-high OpenAI · Proprietary	1471+16/-16	1,696
6	58	claude-opus-4-5-20251101 Anthropic · Proprietary	1471+8/-8	11,239
7	513	gemini-3.1-pro-preview Google · Proprietary	1461+15/-15	1,826
8	513	glm-5 Z.ai · MIT	1451+13/-13	2,621
9	713	gemini-3-pro Google · Proprietary	1443+7/-7	17,027
10	713	gemini-3-flash Google · Proprietary	1441+7/-7	12,934
11	714	glm-4.7 Z.ai · MIT	1439+10/-10	5,128
12	714	kimi-k2.5-thinking Moonshot · Modified MIT	1436+10/-10	4,022
13	714	minimax-m2.5 MiniMax · Modified MIT	1436+11/-11	3,632
14	1117	kimi-k2.5-instant Moonshot · Modified MIT	1419+12/-12	2,954
15	1422	minimax-m2.1-preview MiniMax · MIT	1401+8/-8	9,796
16	1423	gemini-3-flash (thinking-minimal) Google · Proprietary	1399+8/-8	8,840
17	1423	qwen3.5-397b-a17b Alibaba · Apache 2.0	1396+12/-12	2,473
18	1424	gpt-5.2 OpenAI · Proprietary	1395+15/-15	1,634
19	1523	gpt-5-medium OpenAI · Proprietary	1392+12/-12	3,929
20	1523	claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary	1388+7/-7	14,186
21	1523	claude-opus-4-1-20250805 Anthropic · Proprietary	1388+8/-8	8,983
22	1524	gpt-5.1-medium OpenAI · Proprietary	1387+9/-9	6,438
23	1624	claude-sonnet-4-5-20250929 Anthropic · Proprietary	1386+7/-7	15,941
24	2125	deepseek-v3.2-thinking DeepSeek · MIT	1370+9/-9	6,049
25	2427	glm-4.6 Z.ai · MIT	1355+8/-8	8,747
26	2530	gpt-5.1 OpenAI · Proprietary	1342+7/-7	13,179
27	2530	mimo-v2-flash (non-thinking) Xiaomi · MIT	1341+8/-8	6,932
28	2631	gpt-5.2-codex OpenAI · Proprietary	1334+9/-9	5,814
29	2631	kimi-k2-thinking-turbo Moonshot · Modified MIT	1331+7/-7	12,690
30	2633	gpt-5.1-codex OpenAI · Proprietary	1328+9/-9	6,507
31	2834	deepseek-v3.2 DeepSeek · MIT	1319+8/-8	7,376
32	3034	minimax-m2 MiniMax · Apache 2.0	1312+9/-9	8,833
33	3035	mimo-v2-flash (thinking) Xiaomi · MIT	1306+13/-13	2,146
34	3134	claude-haiku-4-5-20251001 Anthropic · Proprietary	1305+7/-7	13,948
35	3436	deepseek-v3.2-exp DeepSeek · MIT	1286+10/-10	5,131
36	3537	qwen3-coder-480b-a35b-instruct Alibaba · Apache 2.0	1280+7/-7	13,656
37	3639	KAT-Coder-Pro-V1 KwaiKAT · Proprietary	1258+15/-15	1,955
38	3740	gpt-5.1-codex-mini OpenAI · Proprietary	1242+17/-17	1,537
39	3740	grok-4-1-fast-reasoning xAI · Proprietary	1235+9/-9	7,130
40	3843	mistral-large-3 Mistral · Apache 2.0	1222+20/-20	1,039
41	4043	gemini-2.5-pro Google · Proprietary	1205+13/-13	3,455
42	4043	grok-4.1-thinking xAI · Proprietary	1203+19/-19	1,267
43	4043	devstral-2 Mistral · Modified MIT	1197+16/-16	1,686
44	4445	grok-4-fast-reasoning xAI · Proprietary	1152+22/-22	968
45	4446	grok-code-fast-1 xAI · Proprietary	1140+21/-21	1,017
46	4546	devstral-medium-2507 Mistral · Proprietary	1099+22/-22	1,020

Code Arena | Overall

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Confidence Intervals on Model Strength (via Bootstrapping)

Battle Count for Each Combination of Models (without Ties)

Fraction of Model A Wins for All Non-tied A vs. B Battles

Average Win Rate Against All Other Models (Uniform Sampling and No Ties)