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前端 / 全栈代码生成盲测，含 11 个细分场景子榜 · 完整榜单 127 个模型

Overall 总榜143 Fullstack 全栈82 Frontend 前端143 HTML142 React127 品牌营销站142 参考图还原142 数据分析应用142 消费级产品142 游戏142 仿真模拟142 内容创作工具138

Rank	区间	Model	厂商	License	Elo 分	投票数	输入 $/M	输出 $/M	上下文
1	1–2	claude-opus-5.5-max	Anthropic	Proprietary	1859±18.4	1.8k	$4	$20	1M
2	1–3	claude-sonnet-5.5-xhigh	Anthropic	Proprietary	1823.9±17.6	1.8k	$2	$10	1M
3	2–4	gpt-6-astra-max	OpenAI	Proprietary	1804.4±13.5	3.4k	$10	$50	1M
4	3–4	claude-fable-5.1-max	Anthropic	Proprietary	1791±11.4	4.9k	$10	$50	1M
5	5–6	gpt-6.1-sol-max	OpenAI	Proprietary	1760.8±17.3	1.6k	$2	$10	1M
6	5–6	claude-sonnet-5.5-high	Anthropic	Proprietary	1748±13	3.0k	$2	$10	1M
7	7–8	claude-opus-5-max	Anthropic	Proprietary	1712.3±7.5	11.7k	$5	$25	1M
8	7–15	gemini-4-argon-high	Google	Proprietary	1690.5±20	1.1k	$2	$10	1M
9	8–12	qwen3.8-max-0902	Alibaba	Proprietary	1690±8.5	8.2k	$2	$6	-
10	8–15	gpt-6-sol-max	OpenAI	Proprietary	1688.3±14	2.4k	$2	$10	1M
11	8–15	qwen3.8-max	Alibaba	Proprietary	1682±14.2	2.5k	$2	$6	1M
12	8–15	claude-opus-5-high	Anthropic	Proprietary	1677.3±6.5	15.5k	$5	$25	1M
13	9–17	kimi-k3-max	Moonshot	Kimi K3 license	1670.4±7.1	12.4k	$3	$15	1M
14	9–18	muse-spark-1.3-max	Meta	Proprietary	1670.2±9.5	5.6k	$1.3	$4.3	1M
15	9–20	grok-4.7-xhigh	SpaceXAI	Proprietary	1663.3±12.7	2.8k	$2	$6	500K
16	13–21	qwen3.8-flash-next	Alibaba	qwen-community-1.0	1657.7±10.1	4.8k	$0.16	$0.47	1M
17	13–22	hy4-preview	Tencent	Apache 2.0	1652.8±11.9	3.1k	$0.83	$2.5	1M
18	15–25	mimo-v2.6-flash	Xiaomi	MIT	1647.6±12.1	3.0k	$0.14	$0.28	1M
19	16–26	glm-5.3-max	Z.ai	MIT	1640±9.3	5.9k	$1.4	$4.4	1M
20	15–27	mimo-v2.6-pro	Xiaomi	MIT	1639.5±12.5	2.8k	$0.43	$0.87	1M
21	14–29	muse-wonder-max	Meta	Proprietary	1637.8±23.2	787	$4	$20	1M
22	18–29	grok-4.6-high	SpaceXAI	Proprietary	1631.2±8.9	6.3k	$2	$6	500K
23	18–29	muse-spark-1.3 (xHigh)	Meta	Proprietary	1630.9±9.8	5.1k	$1.3	$4.3	1M
24	18–28	claude-fable-5-high	Anthropic	Proprietary	1630.7±7.2	10.7k	$10	$50	1M
25	17–29	deepseek-v4.1-flash-max	DeepSeek	MIT	1628.1±13.9	2.2k	$0.30	$1.2	1M
26	19–29	glm-5.3-flash	Z.ai	MIT	1625±7.6	10.5k	$0.06	$0.20	1M
27	20–29	gpt-5.6-sol-xhigh (codex-harness)	OpenAI	Proprietary	1621.8±7.1	11.1k	$4	$20	1M
28	21–30	glm-5.2-max	Z.ai	MIT	1616.6±7.1	11.0k	$1.4	$4.4	1M
29	22–34	claude-haiku-5.5-high	Anthropic	Proprietary	1606.9±15.4	1.7k	$0.10	$0.50	1M
30	28–32	qwen3.8-27b	Alibaba	Apache 2.0	1603±7.8	9.8k	$0.40	$3	-
31	29–36	deepseek-v4-pro-high-20260813	DeepSeek	MIT	1588±11.6	3.1k	$1.3	$4.0	-
32	30–36	gemini-3.7-flash-high	Google	Proprietary	1586.6±8.3	7.6k	$0.75	$3.8	1M
33	29–36	deepseek-v4-flash-high	DeepSeek	MIT	1584.4±11.2	3.4k	$0.30	$1.2	1M
34	30–38	step-5-preview-high	StepFun	Proprietary	1579.3±12.9	2.6k	$1	$2.7	1M
35	31–37	gpt-6-luna-max	OpenAI	Proprietary	1576.9±7.3	11.1k	$0.10	$0.50	1M
36	31–37	gemini-3.8-flash-high	Google	Proprietary	1576.6±8.9	6.5k	$0.75	$3.8	1M
37	36–41	claude-opus-4-7-high	Anthropic	Proprietary	1560.2±6.4	13.9k	$5	$25	1M
38	37–41	claude-opus-4-8-high	Anthropic	Proprietary	1556.8±6.6	11.9k	$5	$25	1M
39	34–46	mistral-large-4	Mistral	Proprietary	1555.9±17.3	1.4k	$0.68	$2.1	1M
40	37–41	grok-4.5	SpaceXAI	Proprietary	1555.8±7.8	7.6k	$2	$6	500K
41	37–42	claude-opus-4-7	Anthropic	Proprietary	1552.7±6.3	14.0k	$5	$25	1M
42	40–48	claude-sonnet-5-high	Anthropic	Proprietary	1540.8±7	10.4k	$2	$10	1M
43	41–48	claude-opus-4-6-high	Anthropic	Proprietary	1538.9±6.1	15.2k	$5	$25	1M
44	41–48	claude-opus-4-8	Anthropic	Proprietary	1537.5±6.5	12.4k	$5	$25	1M
45	41–49	muse-spark-1.1	Meta	Proprietary	1531.8±9.1	5.4k	$1.3	$4.3	-
46	42–49	claude-opus-4-6	Anthropic	Proprietary	1528.4±5.9	16.3k	$5	$25	1M
47	42–52	gemini-3.6-flash-high	Google	Proprietary	1527.6±9.1	5.5k	$0.75	$3.8	1M
48	41–58	muse-spark-1.2 (xHigh)	Meta	Proprietary	1525.3±16.5	1.5k	$1.3	$4.3	-
49	45–58	seed-2.1-pro-preview	Bytedance	Proprietary	1516.6±6.9	10.2k	$0.88	$4.4	262K
50	47–58	qwen3.7-max-20260517	Alibaba	Proprietary	1513.8±8.3	6.7k	$1.5	$4.4	1M
51	47–58	gpt-5.6-terra-xhigh (codex-harness)	OpenAI	Proprietary	1513.3±7.6	8.4k	$2	$12	1M
52	48–58	claude-sonnet-4-6	Anthropic	Proprietary	1511.9±5.6	18.2k	$1.5	$7.5	1M
53	47–59	hy3	Tencent	Apache 2.0	1510.8±10.5	3.8k	$0.13	$0.53	262K
54	48–59	gpt-5.6-luna-xhigh (codex-harness)	OpenAI	Proprietary	1507.9±7.8	7.8k	$0.20	$1.2	1M
55	48–59	gpt-5.5-xhigh (codex-harness)	OpenAI	Proprietary	1506.2±6.7	12.2k	$5	$30	-
56	48–59	glm-5.1	Z.ai	MIT	1505.2±7.7	8.2k	$1.4	$4.4	203K
57	48–59	kimi-k2.6	Moonshot	Modified MIT	1505±8	7.4k	$0.95	$4	262K
58	48–66	gemini-3.5-flash	Google	Proprietary	1496.3±19.9	1.1k	$0.75	$4.5	1M
59	53–63	gemini-3.5-flash-high	Google	Proprietary	1494.9±8.4	6.8k	$0.75	$4.5	1M
60	58–67	gemini-3.5-flash-medium	Google	Proprietary	1481.4±7.6	8.6k	$0.75	$4.5	1M
61	59–68	minimax-m3	MiniMax	MiniMax Community License	1478±6.3	13.5k	$0.30	$1.2	524K
62	58–69	claude-opus-4-5-20251101-high-32k	Anthropic	Proprietary	1477.9±10.6	4.7k	$5	$25	200K
63	59–68	gpt-5.5-high (codex-harness)	OpenAI	Proprietary	1477.7±6.6	12.6k	$5	$30	-
64	59–70	kimi-k2.7-code	Moonshot	Modified MIT	1474.6±10.5	4.0k	$0.67	$3.4	262K
65	58–71	qwen3.6-max-preview	Alibaba	Proprietary	1473.4±13.5	2.3k	$1.3	$7.6	262K
66	60–70	mimo-v2.5-pro	Xiaomi	MIT	1469.5±5.9	16.0k	$0.43	$0.87	1M
67	64–74	claude-opus-4-5-20251101	Anthropic	Proprietary	1456.7±9	6.7k	$5	$25	200K
68	66–75	deepseek-v4-pro-high-preview	DeepSeek	MIT	1453.7±6.9	10.4k	$1.3	$4.0	1M
69	67–75	qwen3.6-plus	Alibaba	Proprietary	1453.4±6.1	13.8k	$0.33	$1.9	1M
70	61–79	gpt-5.4-high (codex-harness)	OpenAI	Proprietary	1452.5±19.8	1.2k	$2.5	$15	1M
71	67–77	gpt-5.5 (codex-harness)	OpenAI	Proprietary	1446±6.6	12.2k	$5	$30	-
72	68–79	deepseek-v4-pro	DeepSeek	MIT	1440.3±7	9.7k	$1.3	$4.0	1M
73	70–80	gemini-3.1-pro-preview	Google	Proprietary	1438.2±5.6	18.3k	$1	$6	1M
74	67–83	gpt-5.4-medium (codex-harness)	OpenAI	Proprietary	1429±19.4	1.2k	$2.5	$15	1M
75	71–82	kimi-k2.5-thinking	Moonshot	Modified MIT	1428.9±5.7	16.2k	$0.60	$3	-
76	70–82	gemini-3-flash	Google	Proprietary	1428±12	3.6k	$0.50	$3	1M
77	74–82	mimo-v2.5	Xiaomi	MIT	1424.7±6.7	11.5k	$0.14	$0.28	1M
78	71–82	mimo-v2-pro	Xiaomi	Proprietary	1424.7±8.7	6.3k	$1.1	$3.3	1M
79	73–82	glm-5	Z.ai	MIT	1423.9±8.8	6.5k	$1	$3.2	203K
80	74–82	deepseek-v4-flash-high-preview	DeepSeek	MIT	1421.6±7.7	8.1k	$0.30	$1.2	1M
81	58–108	glm-4.7	Z.ai	MIT	1419.7±67.3	106	$0.60	$2.2	205K
82	63–103	gemini-3.5-flash-lite	Google	Proprietary	1417.8±52	151	$0.15	$1.3	1M
83	80–90	inkling	Thinky	Apache 2.0	1402.7±7.4	10.1k	$1	$4.0	524K
84	81–94	Inkling Small	Thinky	Apache 2.0	1397.9±11	3.6k	$0.45	$1.2	524K
85	81–94	gemini-3-pro	Google	Proprietary	1395.3±12.5	3.1k	$2	$12	1M
86	81–96	gpt-5.3-codex (codex-harness)	OpenAI	Proprietary	1394.4±14.6	2.3k	$1.8	$14	400K
87	81–97	kimi-k2.5-instant	Moonshot	Modified MIT	1391.8±13.2	2.8k	$0.50	$2.5	262K
88	81–97	gpt-5.4	OpenAI	Proprietary	1391.4±12.8	2.7k	$2.5	$15	1M
89	82–95	minimax-m2.7	MiniMax	Modified MIT	1387.5±6.4	12.7k	$0.30	$1.2	205K
90	82–95	qwen3.5-397b-a17b	Alibaba	Apache 2.0	1387.3±5.7	16.8k	$0.50	$3.6	262K
91	82–96	gpt-5.4-mini-high	OpenAI	Proprietary	1386.5±7.1	9.9k	$0.75	$4.5	400K
92	81–99	glm-5v-turbo	Z.ai	Proprietary	1385.7±15.7	1.7k	$1.2	$4	203K
93	81–99	claude-sonnet-4-5-20250929-high-32k	Anthropic	Proprietary	1385.2±11	4.2k	$3	$15	200K
94	82–99	claude-sonnet-4-5-20250929	Anthropic	Proprietary	1382.1±9.8	5.2k	$3	$15	1M
95	86–100	gemini-3-flash (thinking-minimal)	Google	Proprietary	1374.4±6	15.2k	$0.50	$3	1M
96	84–104	minimax-m2.5	MiniMax	Modified MIT	1373.4±8.9	6.6k	$0.27	$1.1	205K
97	90–104	grok-4.20-beta-0309-reasoning	SpaceXAI	Proprietary	1368.2±6.6	11.9k	$1.3	$2.5	1M
98	88–108	minimax-m2.1-preview	MiniMax	MIT	1364.3±14.5	2.3k	$0.30	$1.2	205K
99	90–108	solar-pro4	Upstage	Proprietary	1364±13	3.0k	$0.09	$0.36	524K
100	95–108	gemma-4-31b	Google	Apache 2.0	1358.3±7	11.1k	$0.99	$1.5	131K
101	94–109	gpt-5.3-codex (codex-harness)	OpenAI	Proprietary	1356.2±12	3.2k	$1.8	$14	400K
102	97–109	grok-4.3	SpaceXAI	Proprietary	1352.8±6.9	11.5k	$1.3	$2.5	1M
103	97–109	qwen3.5-122b-a10b	Alibaba	Apache 2.0	1352.6±8.2	7.2k	$0.26	$2.1	262K
104	93–111	gemma-4-26b-a4b	Google	Apache 2.0	1350.5±18.4	1.3k	-	-	-
105	97–111	deepseek-v3.2-thinking	DeepSeek	MIT	1349.7±11.6	3.6k	$0.26	$0.80	164K
106	94–112	hunyuan-hy3-preview	Tencent	tencent-hunyuan-community	1348.8±19.1	1.2k	-	-	-
107	94–112	muse-glimmer	Meta	Apache-2.0	1348.3±18.4	1.2k	-	-	-
108	97–111	qwen3.5-27b	Alibaba	Apache 2.0	1345.6±8.6	6.8k	$0.26	$2.6	262K
109	101–112	laguna-m.1	Poolside	Apache 2.0	1338.2±10.7	4.2k	$0.20	$0.40	262K
110	104–114	deepseek-v3.2	DeepSeek	MIT	1333.4±9.9	5.1k	$0.26	$0.80	164K
111	104–115	gpt-5.2-codex	OpenAI	Proprietary	1329±10.5	4.4k	$1.8	$14	400K
112	107–115	claude-haiku-4-5-20251001	Anthropic	Proprietary	1325.8±6	16.1k	$1	$5	200K
113	110–116	kimi-k2-thinking-turbo	Moonshot	Modified MIT	1313.8±9.9	5.1k	$0.57	$2.3	131K
114	110–116	mimo-v2-flash (non-thinking)	Xiaomi	MIT	1311.3±14.2	2.4k	$0.10	$0.30	262K
115	111–116	gpt-5.1	OpenAI	Proprietary	1306.4±13.7	2.6k	$0.63	$5	400K
116	113–116	laguna-xs.2	Poolside	Apache 2.0	1294.8±11.8	3.5k	$0.10	$0.20	262K
117	117–123	qwen3-coder-480b-a35b-instruct	Alibaba	Apache 2.0	1257.9±11.1	4.1k	$0.65	$3.3	1M
118	117–124	mistral-medium-3.5	Mistral	Modified MIT	1253.4±16.2	2.0k	$0.75	$3.8	262K
119	117–124	gemini-3.1-flash-lite-preview	Google	Proprietary	1244.8±7.4	12.3k	$0.25	$1.5	1M
120	117–124	qwen3.5-35b-a3b	Alibaba	Apache 2.0	1237.8±18.8	1.4k	$0.15	$1	262K
121	117–124	trinity-large-thinking	-	Apache 2.0	1230.5±21.9	1.2k	$0.25	$0.80	262K
122	117–124	qwen3.5-flash	Alibaba	Proprietary	1229.1±20.6	1.2k	-	-	-
123	117–124	mimo-v2-flash (thinking)	Xiaomi	MIT	1228.5±24	823	$0.10	$0.30	262K
124	118–124	grok-4-1-fast-reasoning	SpaceXAI	Proprietary	1221.4±20.2	1.3k	$0.20	$0.50	128K
125	125–127	granite-4.1-8b	IBM	Apache 2.0	1180.3±20.3	1.5k	$0.05	$0.10	131K
126	125–127	mercury-2	Inception AI	Proprietary	1159.8±26.3	846	$0.25	$0.75	128K
127	125–127	devstral-2	Mistral	Modified MIT	1146.3±50.4	198	-	-	-

Elo 分真人在不知道模型名字的情况下两两投票，胜负累积出的等级分。绝对值没有意义，差值才有：分差 100 分 ≈ 强的那个有 64% 胜率，只差几分基本是平手。
± 后面的数是 95% 置信区间的半宽，投票越多越小。两个模型的区间重叠，说明它们的名次差别在统计上不成立。
区间把上面这个置信区间换算成名次：1–5 意思是这个模型的真实名次可能在第 1 到第 5 之间。

数据更新: 2026-10-14数据来源: Arena AI ↗