Artificial Analysis Coding Agents

As Artificial Analysis publishes it — their metrics, their models. Follow a model name to its page upstream.

Published by: Artificial Analysis
Licence: not stated
Updates: continuous
Fetched: 2026-08-20
Entries: 59 · 5 unmatched

Top 12 by Artificial Analysis Coding Agent Index, one row per model

Claude Opus 5 0.667
GPT-5.6 Sol 0.666
Fable 5 (max) (with fallback) 0.658
Grok 4.5 0.644
GPT-5.6 Terra 0.623
GPT-5.5 0.615
Kimi K3 0.613
Claude Opus 4.8 0.606
Muse Spark 1.2 0.605
Qwen3.8 Max 0.598
GPT-5.6 Luna 0.587
Gemini 3.7 Flash 0.571

Order byMapped models only

59 scored

#	Model
1	Claude Opus 5Claude Code · xhighanthropic	0.667	60.5%	54.8%	84.9%	$8.23	1418.81s
2	GPT-5.6 SolCodex · maxopenai	0.666	68.7%	43.3%	87.7%	$7.08	610.08s
3	Fable 5 (max) (with fallback)Claude CodeUnmatched	0.658	66.1%	48.9%	82.5%	$11.70	1403.71s
4	Claude Opus 5Claude Code · maxanthropic	0.655	63.1%	48.9%	84.5%	$8.95	1423.99s
5	GPT-5.6 SolCodex · xhighopenai	0.651	67.0%	42.2%	86.1%	$5.24	443.62s
6	Grok 4.5Grok Build · highxai	0.644	59.9%	48.1%	85.3%	$2.59	988.66s
7	GPT-5.6 SolCodex · highopenai	0.641	64.9%	44.9%	82.5%	$4.14	379.29s
8	Claude Opus 5Claude Code · highanthropic	0.634	60.8%	49.2%	80.2%	$3.80	802.32s
9	GPT-5.6 TerraCodex · maxopenai	0.623	67.0%	35.8%	84.1%	$2.21	502.38s
10	Claude Opus 5Claude Code · mediumanthropic	0.619	62.8%	44.4%	78.6%	$3.14	731.49s
11	GPT-5.5Codex · xhighopenai	0.615	64.3%	36.0%	84.1%	$5.07	604.97s
12	Kimi K3Kimi Code CLIkimi	0.613	63.7%	36.6%	83.7%	$3.18	1427.73s
13	Claude Opus 4.8Claude Code · maxanthropic	0.606	55.8%	46.8%	79.4%	$7.70	1387.44s
14	GPT-5.6 SolCodex · mediumopenai	0.606	64.0%	40.1%	77.8%	$2.99	310.18s
15	Muse Spark 1.2Muse Code · xhighmeta	0.605	58.1%	44.9%	78.6%	$2.33	2519.42s
16	Qwen3.8 MaxClaude Codealibaba	0.598	51.9%	48.2%	79.4%	$3.30	1791.91s
17	GPT-5.6 LunaCodex · maxopenai	0.587	63.4%	32.8%	79.8%	$0.31	479.74s
18	Claude Opus 4.8Claude Code · xhighanthropic	0.585	51.3%	42.7%	81.3%	$5.67	1062.37s
19	GPT-5.6 TerraCodex · xhighopenai	0.571	58.4%	32.3%	80.6%	$1.52	412.95s
20	Gemini 3.7 FlashOpencode · highgoogle	0.571	57.2%	30.6%	83.3%	$1.26	507.93s
21	Claude Opus 5Claude Code · lowanthropic	0.568	56.9%	39.2%	74.2%	$2.18	569.29s
22	Muse Spark 1.2Opencode · xhighmeta	0.568	52.8%	44.1%	73.4%	$1.91	1068.84s
23	Claude Opus 4.8Claude Code · highanthropic	0.567	51.6%	38.7%	79.8%	$3.74	746.28s
24	Gemini 3.7 FlashAntigravity SDK v0.1.8 · highgoogle	0.564	56.0%	27.2%	86.1%	$1.39	380.37s
25	GPT-5.6 TerraCodex · highopenai	0.558	60.5%	30.9%	76.0%	$1.27	370.78s
26	DeepSeek V4 FlashCodex · maxdeepseek	0.555	42.8%	38.7%	84.9%	$0.07	877.44s
27	GPT-5.6 LunaCodex · xhighopenai	0.547	56.6%	31.2%	76.2%	$0.25	395.38s
28	GPT-5.5Codex · mediumopenai	0.544	56.6%	30.6%	75.8%	$2.75	384.13s
29	GPT-5.6 SolCodex · lowopenai	0.536	53.4%	34.4%	73.0%	$1.72	221.85s
30	Claude Opus 4.8Claude Code · mediumanthropic	0.536	49.3%	36.0%	75.4%	$3.26	742.54s
31	Muse Spark 1.1Opencode · xhighmeta	0.535	54.3%	33.3%	73.0%	$1.43	755.21s
32	GPT-5.6 LunaCodex · highopenai	0.514	53.4%	29.0%	71.8%	$0.19	339.05s
33	Claude Opus 4.7Claude Code · maxanthropic	0.503	40.1%	37.1%	73.8%	$5.63	939.75s
34	Claude Opus 4.7Opencode · mediumanthropic	0.503	39.5%	36.0%	75.4%	$2.93	731.68s
35	GPT-5.6 TerraCodex · mediumopenai	0.478	45.7%	28.2%	69.4%	$0.72	256.39s
36	Claude Opus 4.8Claude Code · lowanthropic	0.474	41.0%	28.2%	73.0%	$2.15	505.67s
37	Claude Opus 4.6Claude Code · mediumanthropic	0.465	—	22.3%	70.6%	$1.28	479.63s
38	GPT-5.5Cursor CLI · mediumopenai	0.461	37.2%	27.7%	73.4%	$2.01	398.80s
39	Gemini 3.6 FlashOpencode · highgoogle	0.456	41.3%	21.8%	73.8%	$2.08	625.26s
40	Claude Opus 4.7Cursor CLI · mediumanthropic	0.454	31.6%	33.9%	70.6%	$2.68	816.85s
41	GPT-5.6 SolCodex · offopenai	0.434	35.4%	34.1%	60.7%	$1.40	206.26s
42	GLM-5.2Claude Codezai	0.432	28.6%	29.0%	71.9%	$6.51	1505.09s
43	GPT-5.6 LunaCodex · mediumopenai	0.424	36.6%	27.2%	63.5%	$0.09	202.33s
44	Claude Opus 4.7Claude Code · mediumanthropic	0.405	27.4%	22.6%	71.4%	$1.68	379.61s
45	GPT-5.4Codex · mediumopenai	0.391	25.0%	22.3%	69.8%	$2.42	425.07s
46	Composer 2.5Cursor CLIUnmatched	0.382	15.9%	31.2%	67.5%	$0.08	572.81s
47	Composer 2.5 FastCursor CLIUnmatched	0.382	15.9%	31.2%	67.5%	$0.55	406.08s
48	Claude Sonnet 4.6Claude Code · mediumanthropic	0.376	28.9%	19.6%	64.3%	$2.01	807.42s
49	GPT-5.4Cursor CLI · mediumopenai	0.371	16.7%	28.2%	66.3%	$1.55	485.68s
50	GPT-5.6 TerraCodex · lowopenai	0.367	29.8%	22.8%	57.5%	$0.39	167.00s
51	GLM-5.1Claude Codezai	0.361	18.6%	24.7%	65.1%	$4.33	1166.25s
52	Qwen3.7 PlusClaude Code · onalibaba	0.360	19.2%	23.7%	65.1%	$6.23	633.82s
53	Kimi K2.6Claude Codekimi	0.326	16.5%	15.9%	65.5%	$1.19	2460.81s
54	DeepSeek V4 ProClaude Code · highdeepseek	0.314	8.6%	19.9%	65.9%	$0.27	1072.49s
55	Gemini 3.1 Pro (high)Gemini CLI · highUnmatched	0.303	14.2%	8.6%	68.3%	$2.00	649.43s
56	Composer 2Cursor CLIUnmatched	0.275	0.0%	17.7%	64.7%	$0.04	514.04s
57	GPT-5.6 LunaCodex · lowopenai	0.251	10.3%	15.3%	49.6%	$0.04	115.41s
58	GPT-5.6 TerraCodex · offopenai	0.237	13.3%	18.5%	39.3%	$0.30	107.57s
59	GPT-5.6 LunaCodex · offopenai	0.204	6.5%	17.5%	37.3%	$0.07	149.67s

What the columns measure

Artificial Analysis Coding Agent Index: Higher is better · Agentic coding
DeepSWE: Higher is better
SWE-Atlas-QnA: Higher is better
Terminal-Bench v2: Higher is better · Agentic coding
Cost: Lower is better · Cost
Execution Time: Lower is better