Name: 智能体 AI 排行榜 - 最佳 Agent 模型对比 (2026-09-13 历史榜单)
Creator: LM Arena
License: https://creativecommons.org/licenses/by/4.0/
Keywords: AI 智能体模型排行榜,智能体 AI 排行榜,最佳 Agent 模型对比,AI 模型排行,智能体评测,净提升

排名Rank ⇕	模型Model ⇕
› 🥇	Claude Fable 5.1 (Max) Anthropic · Proprietary	13.90% ±1.99%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 4 确认成功Confirmed Success ▲23.70%±3.08% 赞扬/抱怨Praise vs Complaint ▲30.47%±7.84% 可控性Steerability ▲3.05%±4.64% Bash 恢复Bash Recovery ▲11.91%±0.82% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 12,800
› 🥈	GPT 6 Astra (Max) OpenAI · Proprietary	11.90% ±2.77%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 6 确认成功Confirmed Success ▲19.54%±3.97% 赞扬/抱怨Praise vs Complaint ▲34.41%±10.56% 可控性Steerability ▲1.53%±6.56% Bash 恢复Bash Recovery ▲6.70%±1.19% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 9,958
› 🥉	Claude Opus 5 (Max) Anthropic · Proprietary	11.09% ±1.81%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 5 确认成功Confirmed Success ▲12.92%±3.67% 赞扬/抱怨Praise vs Complaint ▲19.03%±6.71% 可控性Steerability ▲9.63%±3.56% Bash 恢复Bash Recovery ▲13.49%±0.76% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 19,552
› 4	Claude Opus 5 (High) Anthropic · Proprietary	10.49% ±1.66%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 7 确认成功Confirmed Success ▲8.68%±3.53% 赞扬/抱怨Praise vs Complaint ▲17.92%±6.05% 可控性Steerability ▲13.33%±3.22% Bash 恢复Bash Recovery ▲12.20%±0.97% 工具幻觉Tool Hallucination ▼0.34%±0.04% 会话数Sessions 24,228
› 5	Claude Fable 5 (High) Anthropic · Proprietary	9.03% ±1.38%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 7 确认成功Confirmed Success ▲7.07%±3.00% 赞扬/抱怨Praise vs Complaint ▲17.47%±4.97% 可控性Steerability ▲11.39%±2.58% Bash 恢复Bash Recovery ▲8.86%±1.41% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 37,473
› 6	Claude Opus 4.8 (High) Anthropic · Proprietary	7.75% ±1.40%

综合排名Overall Rank — 名次区间Rank Spread 3 ↔ 10 确认成功Confirmed Success ▲4.00%±2.95% 赞扬/抱怨Praise vs Complaint ▲15.78%±4.93% 可控性Steerability ▲11.80%±2.60% Bash 恢复Bash Recovery ▲7.45%±1.57% 工具幻觉Tool Hallucination ▼0.29%±0.52% 会话数Sessions 39,491
› 7	GPT 5.6 Sol (xHigh) OpenAI · Proprietary	7.40% ±1.43%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 12 确认成功Confirmed Success ▲3.86%±2.99% 赞扬/抱怨Praise vs Complaint ▲19.88%±5.16% 可控性Steerability ▲8.32%±2.76% Bash 恢复Bash Recovery ▲4.56%±1.02% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 31,390
› 8	Kimi K3 (Max) 月之暗面 · Kimi K3 license	6.39% ±0.68%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 12 确认成功Confirmed Success ▲14.80%±1.40% 赞扬/抱怨Praise vs Complaint ▲12.30%±2.39% 可控性Steerability ▲0.29%±1.37% Bash 恢复Bash Recovery ▲4.15%±0.55% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 104,470
› 9	Claude Sonnet 5 (High) Anthropic · Proprietary	5.45% ±1.73%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 19 确认成功Confirmed Success ▲0.42%±3.71% 赞扬/抱怨Praise vs Complaint ▲9.32%±5.98% 可控性Steerability ▲9.26%±3.73% Bash 恢复Bash Recovery ▲8.01%±1.13% 工具幻觉Tool Hallucination ▼0.23%±0.09% 会话数Sessions 30,281
› 10	GPT 5.5 (xHigh) OpenAI · Proprietary	5.18% ±1.07%

综合排名Overall Rank — 名次区间Rank Spread 7 ↔ 17 确认成功Confirmed Success ▲0.59%±2.47% 赞扬/抱怨Praise vs Complaint ▲8.09%±3.69% 可控性Steerability ▲8.15%±2.07% Bash 恢复Bash Recovery ▲9.87%±1.17% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 52,622
› 11	Hy4 preview 腾讯 · Apache 2.0	4.96% ±1.13%

综合排名Overall Rank — 名次区间Rank Spread 7 ↔ 17 确认成功Confirmed Success ▲12.26%±2.18% 赞扬/抱怨Praise vs Complaint ▲8.52%±4.21% 可控性Steerability ▲2.92%±2.42% Bash 恢复Bash Recovery ▲6.72%±0.60% 工具幻觉Tool Hallucination ▼0.23%±0.07% 会话数Sessions 29,877
› 12	Deepseek V4.1 Flash (Max) DeepSeek · MIT	4.87% ±1.84%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 20 确认成功Confirmed Success ▲13.75%±3.76% 赞扬/抱怨Praise vs Complaint ▲5.23%±6.30% 可控性Steerability ▲1.91%±4.61% Bash 恢复Bash Recovery ▲7.03%±1.00% 工具幻觉Tool Hallucination ▼0.26%±0.08% 会话数Sessions 8,444
› 13	GLM 5.2 (Max) 智谱 ZAI · MIT	4.52% ±0.74%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 17 确认成功Confirmed Success ▲8.19%±1.59% 赞扬/抱怨Praise vs Complaint ▲10.41%±2.58% 可控性Steerability ▲3.04%±1.36% Bash 恢复Bash Recovery ▲0.57%±0.80% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 75,109
› 14	Muse Spark 1.3 (Max) Meta · Proprietary	4.13% ±1.05%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 20 确认成功Confirmed Success ▲11.56%±2.10% 赞扬/抱怨Praise vs Complaint ▲4.84%±3.59% 可控性Steerability ▲1.36%±2.36% Bash 恢复Bash Recovery ▲5.21%±0.94% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 23,122
› 15	DeepSeek V4 Pro (High) (0813) DeepSeek · MIT	4.09% ±0.84%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 20 确认成功Confirmed Success ▲9.55%±1.72% 赞扬/抱怨Praise vs Complaint ▲6.47%±3.00% 可控性Steerability ▲1.17%±1.75% Bash 恢复Bash Recovery ▲5.23%±0.63% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 45,597
› 16	Qwen3.8 Max 阿里巴巴 · Proprietary	3.57% ±0.93%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 22 确认成功Confirmed Success ▲9.13%±2.00% 赞扬/抱怨Praise vs Complaint ▲5.29%±3.22% 可控性Steerability ▲1.59%±1.91% Bash 恢复Bash Recovery ▲3.11%±0.94% 工具幻觉Tool Hallucination ▼1.27%±0.39% 会话数Sessions 27,651
› 17	Grok 4.5 SpaceXAI · Proprietary	3.41% ±1.10%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 22 确认成功Confirmed Success ▲3.23%±2.54% 赞扬/抱怨Praise vs Complaint ▲1.06%±3.74% 可控性Steerability ▲6.51%±2.22% Bash 恢复Bash Recovery ▲5.87%±1.40% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 37,369
› 18	GLM 5.3 (Max) 智谱 ZAI · MIT	3.08% ±0.65%

综合排名Overall Rank — 名次区间Rank Spread 12 ↔ 22 确认成功Confirmed Success ▲11.66%±1.38% 赞扬/抱怨Praise vs Complaint ▲6.43%±2.24% 可控性Steerability ▲0.82%±1.24% Bash 恢复Bash Recovery ▲2.24%±0.62% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 70,938
› 19	GPT 5.5 OpenAI · Proprietary	2.62% ±0.93%

综合排名Overall Rank — 名次区间Rank Spread 13 ↔ 24 确认成功Confirmed Success ▲1.95%±2.15% 赞扬/抱怨Praise vs Complaint ▲4.71%±3.09% 可控性Steerability ▲3.52%±1.73% Bash 恢复Bash Recovery ▲6.45%±1.19% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 80,741
› 20	Grok 4.6 (xHigh) SpaceXAI · Proprietary	2.57% ±1.15%

综合排名Overall Rank — 名次区间Rank Spread 12 ↔ 24 确认成功Confirmed Success ▲1.44%±2.73% 赞扬/抱怨Praise vs Complaint ▲2.86%±3.79% 可控性Steerability ▲2.42%±2.27% Bash 恢复Bash Recovery ▲5.76%±0.99% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 21,720
› 21	Deepseek V4 Flash (High) (20260731) DeepSeek · MIT	1.99% ±0.77%

综合排名Overall Rank — 名次区间Rank Spread 16 ↔ 24 确认成功Confirmed Success ▲6.43%±1.69% 赞扬/抱怨Praise vs Complaint ▲3.95%±2.65% 可控性Steerability ▲1.52%±1.59% Bash 恢复Bash Recovery ▲0.74%±0.62% 工具幻觉Tool Hallucination ▼0.35%±0.05% 会话数Sessions 64,169
› 22	GPT 5.6 Terra (xHigh) OpenAI · Proprietary	1.58% ±1.19%

综合排名Overall Rank — 名次区间Rank Spread 16 ↔ 27 确认成功Confirmed Success ▲4.97%±2.86% 赞扬/抱怨Praise vs Complaint ▲2.25%±4.01% 可控性Steerability ▲6.35%±2.38% Bash 恢复Bash Recovery ▲3.89%±1.30% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 19,636
› 23	GLM 5.3 Flash 智谱 ZAI · MIT	1.33% ±0.73%

综合排名Overall Rank — 名次区间Rank Spread 19 ↔ 27 确认成功Confirmed Success ▲12.36%±1.58% 赞扬/抱怨Praise vs Complaint ▲1.85%±2.40% 可控性Steerability ▲2.32%±1.56% Bash 恢复Bash Recovery ▲5.59%±0.73% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 39,177
› 24	GPT 5.4 (High) OpenAI · Proprietary	1.26% ±0.91%

综合排名Overall Rank — 名次区间Rank Spread 19 ↔ 28 确认成功Confirmed Success ▲0.74%±2.17% 赞扬/抱怨Praise vs Complaint ▲0.52%±3.08% 可控性Steerability ▲2.32%±1.85% Bash 恢复Bash Recovery ▲4.88%±0.92% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 79,888
› 25	GPT 5.6 Luna (xHigh) OpenAI · Proprietary	0.22% ±0.97%

综合排名Overall Rank — 名次区间Rank Spread 22 ↔ 30 确认成功Confirmed Success ▲1.65%±2.24% 赞扬/抱怨Praise vs Complaint ▲0.91%±3.15% 可控性Steerability ▲0.39%±2.02% Bash 恢复Bash Recovery ▲2.87%±1.08% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 25,545
› 26	Qwen3.8 Flash Next 阿里巴巴 · Qwen-community-1.0	0.06% ±0.85%

综合排名Overall Rank — 名次区间Rank Spread 22 ↔ 30 确认成功Confirmed Success ▲11.70%±1.72% 赞扬/抱怨Praise vs Complaint ▲1.97%±2.91% 可控性Steerability ▲5.90%±1.93% Bash 恢复Bash Recovery ▲2.68%±0.52% 工具幻觉Tool Hallucination ▼0.88%±0.11% 会话数Sessions 46,907
› 27	DeepSeek V4 Pro DeepSeek · MIT	0.15% ±1.10%

综合排名Overall Rank — 名次区间Rank Spread 22 ↔ 30 确认成功Confirmed Success ▲0.07%±2.73% 赞扬/抱怨Praise vs Complaint ▲3.50%±3.72% 可控性Steerability ▲1.14%±2.12% Bash 恢复Bash Recovery ▲3.94%±0.86% 工具幻觉Tool Hallucination ▼0.10%±0.12% 会话数Sessions 34,861
› 28	Qwen 3.8 27B 阿里巴巴 · Apache 2.0	0.44% ±0.80%

综合排名Overall Rank — 名次区间Rank Spread 24 ↔ 30 确认成功Confirmed Success ▲7.17%±1.82% 赞扬/抱怨Praise vs Complaint ▲0.81%±2.71% 可控性Steerability ▲2.20%±1.66% Bash 恢复Bash Recovery ▲6.15%±0.76% 工具幻觉Tool Hallucination ▼0.22%±0.13% 会话数Sessions 33,246
› 29	Claude Sonnet 4.6 Anthropic · Proprietary	1.56% ±1.34%

综合排名Overall Rank — 名次区间Rank Spread 25 ↔ 32 确认成功Confirmed Success ▲8.52%±3.41% 赞扬/抱怨Praise vs Complaint ▲2.37%±4.09% 可控性Steerability ▲2.72%±2.62% Bash 恢复Bash Recovery ▲5.52%±1.86% 工具幻觉Tool Hallucination ▼0.29%±0.13% 会话数Sessions 39,399
› 30	Muse Spark 1.2 (xHigh) Meta · Proprietary	1.65% ±1.10%

综合排名Overall Rank — 名次区间Rank Spread 25 ↔ 32 确认成功Confirmed Success ▲1.35%±2.64% 赞扬/抱怨Praise vs Complaint ▲8.43%±3.41% 可控性Steerability ▲7.42%±2.42% Bash 恢复Bash Recovery ▲5.89%±1.21% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 28,452
› 31	Muse Spark 1.1 Meta · Proprietary	3.03% ±0.61%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 33 确认成功Confirmed Success ▲3.30%±1.45% 赞扬/抱怨Praise vs Complaint ▲10.51%±1.74% 可控性Steerability ▲6.60%±1.27% Bash 恢复Bash Recovery ▲1.71%±1.12% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 102,651
› 32	Qwen3.7 Max 阿里巴巴 · Proprietary	3.37% ±0.99%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 35 确认成功Confirmed Success ▲5.05%±2.47% 赞扬/抱怨Praise vs Complaint ▲7.92%±2.85% 可控性Steerability ▲2.87%±1.82% Bash 恢复Bash Recovery ▲0.89%±1.99% 工具幻觉Tool Hallucination ▼0.14%±0.20% 会话数Sessions 37,923
› 33	Hy3 腾讯 · Apache 2.0	4.86% ±1.30%

综合排名Overall Rank — 名次区间Rank Spread 31 ↔ 38 确认成功Confirmed Success ▲8.63%±3.02% 赞扬/抱怨Praise vs Complaint ▲6.98%±3.97% 可控性Steerability ▲2.10%±2.66% Bash 恢复Bash Recovery ▲3.64%±2.25% 工具幻觉Tool Hallucination ▼2.95%±1.27% 会话数Sessions 26,901
› 34	Gemini 3.6 Flash (High) Google · Proprietary	5.45% ±1.12%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 39 确认成功Confirmed Success ▲5.96%±2.84% 赞扬/抱怨Praise vs Complaint ▲7.58%±3.32% 可控性Steerability ▲2.62%±2.27% Bash 恢复Bash Recovery ▲11.41%±1.69% 工具幻觉Tool Hallucination ▼0.32%±0.08% 会话数Sessions 20,191
› 35	Qwen3.7 Plus 阿里巴巴 · Proprietary	5.50% ±1.30%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 39 确认成功Confirmed Success ▲8.27%±3.34% 赞扬/抱怨Praise vs Complaint ▲12.30%±3.67% 可控性Steerability ▲3.34%±2.64% Bash 恢复Bash Recovery ▲2.74%±2.36% 工具幻觉Tool Hallucination ▼0.87%±0.41% 会话数Sessions 20,734
› 36	Mimo V2.5 Pro 小米 · MIT	5.52% ±0.98%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲7.84%±2.56% 赞扬/抱怨Praise vs Complaint ▲9.58%±2.90% 可控性Steerability ▲4.23%±1.89% Bash 恢复Bash Recovery ▲5.23%±1.72% 工具幻觉Tool Hallucination ▼0.71%±0.28% 会话数Sessions 39,850
› 37	Minimax M3 MiniMax · MiniMax Community License	5.63% ±0.96%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲10.83%±2.59% 赞扬/抱怨Praise vs Complaint ▲11.92%±2.84% 可控性Steerability ▲7.14%±1.98% Bash 恢复Bash Recovery ▲1.70%±1.05% 工具幻觉Tool Hallucination ▼0.05%±0.12% 会话数Sessions 38,415
› 38	Gemini 3.1 Pro Preview Google · Proprietary	5.76% ±0.97%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲5.72%±2.35% 赞扬/抱怨Praise vs Complaint ▲1.27%±2.87% 可控性Steerability ▲2.72%±1.70% Bash 恢复Bash Recovery ▲19.16%±1.81% 工具幻觉Tool Hallucination ▼0.06%±0.30% 会话数Sessions 85,766
› 39	Inkling Small Thinky · Apache 2.0	7.84% ±1.55%

综合排名Overall Rank — 名次区间Rank Spread 34 ↔ 41 确认成功Confirmed Success ▲20.83%±4.53% 赞扬/抱怨Praise vs Complaint ▲18.42%±4.42% 可控性Steerability ▲7.45%±3.60% Bash 恢复Bash Recovery ▲7.84%±1.16% 工具幻觉Tool Hallucination ▼0.35%±0.37% 会话数Sessions 12,521
› 40	Inkling Thinky · Apache 2.0	9.55% ±1.06%

综合排名Overall Rank — 名次区间Rank Spread 39 ↔ 41 确认成功Confirmed Success ▲19.08%±3.22% 赞扬/抱怨Praise vs Complaint ▲23.14%±2.72% 可控性Steerability ▲8.42%±2.44% Bash 恢复Bash Recovery ▲2.85%±1.39% 工具幻觉Tool Hallucination ▼0.03%±0.15% 会话数Sessions 42,135
› 41	Mistral Medium 3.5 Mistral · Modified MIT	10.27% ±1.45%

综合排名Overall Rank — 名次区间Rank Spread 39 ↔ 41 确认成功Confirmed Success ▲16.74%±3.76% 赞扬/抱怨Praise vs Complaint ▲15.03%±3.96% 可控性Steerability ▲3.94%±3.22% Bash 恢复Bash Recovery ▲13.30%±2.44% 工具幻觉Tool Hallucination ▼2.34%±0.85% 会话数Sessions 9,986
› 42	Minimax M2.7 MiniMax · Modified MIT	13.59% ±1.24%

综合排名Overall Rank — 名次区间Rank Spread 42 ↔ 43 确认成功Confirmed Success ▲17.02%±3.11% 赞扬/抱怨Praise vs Complaint ▲19.96%±3.17% 可控性Steerability ▲6.43%±2.64% Bash 恢复Bash Recovery ▲24.75%±2.80% 工具幻觉Tool Hallucination ▼0.19%±0.17% 会话数Sessions 37,515
› 43	Gemini 3.5 Flash Lite Google · Proprietary	14.16% ±1.48%

综合排名Overall Rank — 名次区间Rank Spread 42 ↔ 43 确认成功Confirmed Success ▲18.69%±3.88% 赞扬/抱怨Praise vs Complaint ▲16.80%±3.65% 可控性Steerability ▲11.14%±2.96% Bash 恢复Bash Recovery ▲22.82%±3.38% 工具幻觉Tool Hallucination ▼1.36%±0.72% 会话数Sessions 23,216

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