Name: 智能体 AI 排行榜 - 最佳 Agent 模型对比 (2026-09-10 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	13.85% ±1.92%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 4 确认成功Confirmed Success ▲22.39%±3.04% 赞扬/抱怨Praise vs Complaint ▲36.35%±7.68% 可控性Steerability ▲0.91%±3.86% Bash 恢复Bash Recovery ▲11.07%±1.00% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 12,416
› 🥈	GPT 6 Astra (Max) OpenAI · Proprietary	12.39% ±2.60%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 5 确认成功Confirmed Success ▲18.82%±3.85% 赞扬/抱怨Praise vs Complaint ▲40.79%±10.29% 可控性Steerability ▲3.75%±5.13% Bash 恢复Bash Recovery ▲5.71%±1.27% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 9,692
› 🥉	Claude Opus 5 (High) Anthropic · Proprietary	11.06% ±1.70%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 5 确认成功Confirmed Success ▲11.15%±3.56% 赞扬/抱怨Praise vs Complaint ▲18.51%±6.27% 可控性Steerability ▲12.77%±3.30% Bash 恢复Bash Recovery ▲12.56%±0.74% 工具幻觉Tool Hallucination ▼0.34%±0.04% 会话数Sessions 23,679
› 4	Claude Opus 5 (Max) Anthropic · Proprietary	10.80% ±1.88%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 7 确认成功Confirmed Success ▲12.83%±3.79% 赞扬/抱怨Praise vs Complaint ▲18.16%±6.89% 可控性Steerability ▲9.57%±3.72% Bash 恢复Bash Recovery ▲13.10%±0.79% 工具幻觉Tool Hallucination ▼0.36%±0.04% 会话数Sessions 19,080
› 5	Claude Fable 5 (High) Anthropic · Proprietary	9.09% ±1.42%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 8 确认成功Confirmed Success ▲6.59%±3.08% 赞扬/抱怨Praise vs Complaint ▲18.34%±5.11% 可控性Steerability ▲11.20%±2.59% Bash 恢复Bash Recovery ▲8.96%±1.49% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 36,950
› 6	Claude Opus 4.8 (High) Anthropic · Proprietary	7.57% ±1.40%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 11 确认成功Confirmed Success ▲4.33%±2.95% 赞扬/抱怨Praise vs Complaint ▲15.15%±4.95% 可控性Steerability ▲11.34%±2.65% Bash 恢复Bash Recovery ▲7.38%±1.59% 工具幻觉Tool Hallucination ▼0.35%±0.56% 会话数Sessions 39,316
› 7	GPT 5.6 Sol (xHigh) OpenAI · Proprietary	7.51% ±1.42%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 11 确认成功Confirmed Success ▲5.02%±3.02% 赞扬/抱怨Praise vs Complaint ▲18.83%±5.21% 可控性Steerability ▲8.58%±2.75% Bash 恢复Bash Recovery ▲4.73%±0.95% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 30,881
› 8	Kimi K3 (Max) 月之暗面 · Kimi K3 license	6.46% ±0.70%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 13 确认成功Confirmed Success ▲15.11%±1.43% 赞扬/抱怨Praise vs Complaint ▲12.49%±2.43% 可控性Steerability ▲0.02%±1.39% Bash 恢复Bash Recovery ▲4.29%±0.56% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 101,022
› 9	Claude Sonnet 5 (High) Anthropic · Proprietary	5.88% ±1.82%

综合排名Overall Rank — 名次区间Rank Spread 5 ↔ 18 确认成功Confirmed Success ▲0.96%±3.85% 赞扬/抱怨Praise vs Complaint ▲10.72%±6.33% 可控性Steerability ▲9.40%±3.91% Bash 恢复Bash Recovery ▲8.09%±1.18% 工具幻觉Tool Hallucination ▼0.22%±0.10% 会话数Sessions 29,782
› 10	Hy4 preview 腾讯 · Apache 2.0	5.23% ±1.31%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 18 确认成功Confirmed Success ▲11.82%±2.51% 赞扬/抱怨Praise vs Complaint ▲9.50%±4.85% 可控性Steerability ▲2.65%±2.83% Bash 恢复Bash Recovery ▲7.24%±0.67% 工具幻觉Tool Hallucination ▼0.25%±0.07% 会话数Sessions 19,613
› 11	GPT 5.5 (xHigh) OpenAI · Proprietary	5.22% ±1.08%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 18 确认成功Confirmed Success ▲0.32%±2.46% 赞扬/抱怨Praise vs Complaint ▲8.97%±3.73% 可控性Steerability ▲7.12%±2.06% Bash 恢复Bash Recovery ▲9.98%±1.19% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 52,336
› 12	GLM 5.2 (Max) 智谱 ZAI · MIT	4.56% ±0.74%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 18 确认成功Confirmed Success ▲8.10%±1.58% 赞扬/抱怨Praise vs Complaint ▲10.71%±2.57% 可控性Steerability ▲3.16%±1.36% Bash 恢复Bash Recovery ▲0.46%±0.85% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 73,382
› 13	Muse Spark 1.3 (Max) Meta · Proprietary	4.23% ±1.77%

综合排名Overall Rank — 名次区间Rank Spread 8 ↔ 23 确认成功Confirmed Success ▲8.37%±3.65% 赞扬/抱怨Praise vs Complaint ▲5.26%±5.80% 可控性Steerability ▲1.38%±4.47% Bash 恢复Bash Recovery ▲5.75%±1.31% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 8,770
› 14	DeepSeek V4 Pro (High) (0813) DeepSeek · MIT	4.14% ±0.92%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 20 确认成功Confirmed Success ▲10.70%±1.87% 赞扬/抱怨Praise vs Complaint ▲6.03%±3.27% 可控性Steerability ▲1.61%±1.93% Bash 恢复Bash Recovery ▲5.20%±0.72% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 39,047
› 15	Qwen3.8 Max 阿里巴巴 · Proprietary	3.97% ±1.02%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 20 确认成功Confirmed Success ▲9.52%±2.22% 赞扬/抱怨Praise vs Complaint ▲5.15%±3.54% 可控性Steerability ▲2.60%±2.10% Bash 恢复Bash Recovery ▲3.53%±1.00% 工具幻觉Tool Hallucination ▼0.95%±0.25% 会话数Sessions 23,261
› 16	Gemini 3.8 Flash (High) Google · Proprietary	3.84% ±1.96%

综合排名Overall Rank — 名次区间Rank Spread 8 ↔ 24 确认成功Confirmed Success ▲8.53%±4.58% 赞扬/抱怨Praise vs Complaint ▲13.32%±6.25% 可控性Steerability ▲3.37%±5.19% Bash 恢复Bash Recovery ▲0.43%±1.15% 工具幻觉Tool Hallucination ▼0.30%±0.09% 会话数Sessions 10,105
› 17	Grok 4.5 SpaceXAI · Proprietary	3.83% ±1.13%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 22 确认成功Confirmed Success ▲4.78%±2.54% 赞扬/抱怨Praise vs Complaint ▲2.24%±3.87% 可控性Steerability ▲5.54%±2.26% Bash 恢复Bash Recovery ▲6.21%±1.39% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 36,452
› 18	Grok 4.6 (xHigh) SpaceXAI · Proprietary	3.12% ±1.14%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 24 确认成功Confirmed Success ▲4.37%±2.58% 赞扬/抱怨Praise vs Complaint ▲2.95%±3.77% 可控性Steerability ▲2.42%±2.33% Bash 恢复Bash Recovery ▲5.48%±0.97% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 20,911
› 19	GPT 5.5 OpenAI · Proprietary	2.80% ±0.93%

综合排名Overall Rank — 名次区间Rank Spread 13 ↔ 24 确认成功Confirmed Success ▲1.52%±2.12% 赞扬/抱怨Praise vs Complaint ▲5.17%±3.11% 可控性Steerability ▲3.56%±1.69% Bash 恢复Bash Recovery ▲6.43%±1.17% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 80,458
› 20	GLM 5.3 (Max) 智谱 ZAI · MIT	2.62% ±0.66%

综合排名Overall Rank — 名次区间Rank Spread 13 ↔ 24 确认成功Confirmed Success ▲11.24%±1.41% 赞扬/抱怨Praise vs Complaint ▲5.27%±2.24% 可控性Steerability ▲0.88%±1.28% Bash 恢复Bash Recovery ▲2.90%±0.68% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 65,488
› 21	Deepseek V4 Flash (High) (20260731) DeepSeek · MIT	2.17% ±0.77%

综合排名Overall Rank — 名次区间Rank Spread 15 ↔ 25 确认成功Confirmed Success ▲7.06%±1.66% 赞扬/抱怨Praise vs Complaint ▲3.96%±2.63% 可控性Steerability ▲1.45%±1.62% Bash 恢复Bash Recovery ▲0.93%±0.60% 工具幻觉Tool Hallucination ▼0.35%±0.05% 会话数Sessions 63,940
› 22	GLM 5.3 Flash 智谱 ZAI · MIT	1.89% ±0.86%

综合排名Overall Rank — 名次区间Rank Spread 15 ↔ 26 确认成功Confirmed Success ▲12.49%±1.84% 赞扬/抱怨Praise vs Complaint ▲3.02%±2.84% 可控性Steerability ▲1.06%±1.80% Bash 恢复Bash Recovery ▲5.37%±0.86% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 27,007
› 23	GPT 5.4 (High) OpenAI · Proprietary	1.54% ±0.90%

综合排名Overall Rank — 名次区间Rank Spread 17 ↔ 28 确认成功Confirmed Success ▲0.33%±2.15% 赞扬/抱怨Praise vs Complaint ▲0.72%±3.04% 可控性Steerability ▲3.40%±1.81% Bash 恢复Bash Recovery ▲4.97%±0.91% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 79,621
› 24	GPT 5.6 Terra (xHigh) OpenAI · Proprietary	1.46% ±1.19%

综合排名Overall Rank — 名次区间Rank Spread 16 ↔ 28 确认成功Confirmed Success ▲4.17%±2.89% 赞扬/抱怨Praise vs Complaint ▲0.79%±3.98% 可控性Steerability ▲6.14%±2.36% Bash 恢复Bash Recovery ▲4.15%±1.34% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 19,096
› 25	GPT 5.6 Luna (xHigh) OpenAI · Proprietary	0.73% ±1.05%

综合排名Overall Rank — 名次区间Rank Spread 21 ↔ 29 确认成功Confirmed Success ▲0.48%±2.43% 赞扬/抱怨Praise vs Complaint ▲0.46%±3.43% 可控性Steerability ▲0.71%±2.18% Bash 恢复Bash Recovery ▲3.51%±1.17% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 22,203
› 26	Qwen3.8 Flash Next 阿里巴巴 · Qwen-community-1.0	0.40% ±0.97%

综合排名Overall Rank — 名次区间Rank Spread 22 ↔ 30 确认成功Confirmed Success ▲11.74%±2.01% 赞扬/抱怨Praise vs Complaint ▲1.81%±3.32% 可控性Steerability ▲5.20%±2.23% Bash 恢复Bash Recovery ▲1.87%±0.58% 工具幻觉Tool Hallucination ▼0.83%±0.13% 会话数Sessions 30,755
› 27	Qwen 3.8 27B 阿里巴巴 · Apache 2.0	0.08% ±0.88%

综合排名Overall Rank — 名次区间Rank Spread 23 ↔ 30 确认成功Confirmed Success ▲7.22%±1.97% 赞扬/抱怨Praise vs Complaint ▲0.22%±2.98% 可控性Steerability ▲1.42%±1.81% Bash 恢复Bash Recovery ▲6.13%±0.82% 工具幻觉Tool Hallucination ▼0.28%±0.15% 会话数Sessions 28,536
› 28	DeepSeek V4 Pro DeepSeek · MIT	0.34% ±1.14%

综合排名Overall Rank — 名次区间Rank Spread 23 ↔ 30 确认成功Confirmed Success ▲0.42%±2.89% 赞扬/抱怨Praise vs Complaint ▲3.73%±3.87% 可控性Steerability ▲1.05%±2.14% Bash 恢复Bash Recovery ▲3.69%±0.88% 工具幻觉Tool Hallucination ▼0.20%±0.14% 会话数Sessions 33,240
› 29	Claude Sonnet 4.6 Anthropic · Proprietary	1.27% ±1.32%

综合排名Overall Rank — 名次区间Rank Spread 25 ↔ 32 确认成功Confirmed Success ▲7.96%±3.35% 赞扬/抱怨Praise vs Complaint ▲2.02%±4.06% 可控性Steerability ▲2.50%±2.58% Bash 恢复Bash Recovery ▲5.83%±1.79% 工具幻觉Tool Hallucination ▼0.29%±0.13% 会话数Sessions 39,399
› 30	Muse Spark 1.2 (xHigh) Meta · Proprietary	1.76% ±1.29%

综合排名Overall Rank — 名次区间Rank Spread 26 ↔ 32 确认成功Confirmed Success ▲1.46%±3.10% 赞扬/抱怨Praise vs Complaint ▲8.44%±4.18% 可控性Steerability ▲7.95%±2.75% Bash 恢复Bash Recovery ▲5.77%±1.41% 工具幻觉Tool Hallucination ▼0.38%±0.04% 会话数Sessions 24,050
› 31	Muse Spark 1.1 Meta · Proprietary	2.97% ±0.65%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 33 确认成功Confirmed Success ▲3.34%±1.55% 赞扬/抱怨Praise vs Complaint ▲10.30%±1.85% 可控性Steerability ▲6.61%±1.32% Bash 恢复Bash Recovery ▲1.67%±1.24% 工具幻觉Tool Hallucination ▼0.37%±0.04% 会话数Sessions 95,367
› 32	Qwen3.7 Max 阿里巴巴 · Proprietary	3.12% ±0.99%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 34 确认成功Confirmed Success ▲4.11%±2.44% 赞扬/抱怨Praise vs Complaint ▲7.29%±2.89% 可控性Steerability ▲3.16%±1.78% Bash 恢复Bash Recovery ▲0.83%±1.96% 工具幻觉Tool Hallucination ▼0.18%±0.21% 会话数Sessions 37,494
› 33	Hy3 腾讯 · Apache 2.0	4.69% ±1.29%

综合排名Overall Rank — 名次区间Rank Spread 31 ↔ 39 确认成功Confirmed Success ▲7.63%±3.00% 赞扬/抱怨Praise vs Complaint ▲6.97%±3.95% 可控性Steerability ▲1.81%±2.68% Bash 恢复Bash Recovery ▲4.20%±2.33% 工具幻觉Tool Hallucination ▼2.84%±1.28% 会话数Sessions 26,255
› 34	Minimax M3 MiniMax · MiniMax Community License	5.38% ±0.95%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲10.21%±2.57% 赞扬/抱怨Praise vs Complaint ▲11.54%±2.86% 可控性Steerability ▲6.82%±1.91% Bash 恢复Bash Recovery ▲1.66%±1.01% 工具幻觉Tool Hallucination ▼0.03%±0.13% 会话数Sessions 37,895
› 35	Qwen3.7 Plus 阿里巴巴 · Proprietary	5.38% ±1.28%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 39 确认成功Confirmed Success ▲7.75%±3.33% 赞扬/抱怨Praise vs Complaint ▲12.47%±3.64% 可控性Steerability ▲3.89%±2.63% Bash 恢复Bash Recovery ▲1.93%±2.22% 工具幻觉Tool Hallucination ▼0.86%±0.40% 会话数Sessions 20,606
› 36	Gemini 3.6 Flash (High) Google · Proprietary	5.41% ±1.13%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲5.56%±2.88% 赞扬/抱怨Praise vs Complaint ▲7.22%±3.40% 可控性Steerability ▲3.89%±2.27% Bash 恢复Bash Recovery ▲10.68%±1.59% 工具幻觉Tool Hallucination ▼0.32%±0.08% 会话数Sessions 19,631
› 37	Mimo V2.5 Pro 小米 · MIT	5.42% ±0.98%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲7.28%±2.54% 赞扬/抱怨Praise vs Complaint ▲10.16%±2.87% 可控性Steerability ▲3.78%±1.90% Bash 恢复Bash Recovery ▲5.17%±1.79% 工具幻觉Tool Hallucination ▼0.74%±0.30% 会话数Sessions 38,911
› 38	Gemini 3.1 Pro Preview Google · Proprietary	5.60% ±0.96%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 39 确认成功Confirmed Success ▲5.40%±2.32% 赞扬/抱怨Praise vs Complaint ▲1.14%±2.85% 可控性Steerability ▲2.60%±1.67% Bash 恢复Bash Recovery ▲18.92%±1.81% 工具幻觉Tool Hallucination ▼0.07%±0.29% 会话数Sessions 85,599
› 39	Inkling Small Thinky · Apache 2.0	7.09% ±1.58%

综合排名Overall Rank — 名次区间Rank Spread 33 ↔ 41 确认成功Confirmed Success ▲19.89%±4.54% 赞扬/抱怨Praise vs Complaint ▲17.32%±4.62% 可控性Steerability ▲5.97%±3.71% Bash 恢复Bash Recovery ▲8.11%±1.14% 工具幻觉Tool Hallucination ▼0.38%±0.38% 会话数Sessions 12,366
› 40	Inkling Thinky · Apache 2.0	9.12% ±1.06%

综合排名Overall Rank — 名次区间Rank Spread 39 ↔ 41 确认成功Confirmed Success ▲17.83%±3.18% 赞扬/抱怨Praise vs Complaint ▲22.35%±2.79% 可控性Steerability ▲8.63%±2.45% Bash 恢复Bash Recovery ▲3.22%±1.31% 工具幻觉Tool Hallucination ▼0.01%±0.15% 会话数Sessions 41,981
› 41	Mistral Medium 3.5 Mistral · Modified MIT	10.12% ±1.47%

综合排名Overall Rank — 名次区间Rank Spread 39 ↔ 41 确认成功Confirmed Success ▲16.44%±3.77% 赞扬/抱怨Praise vs Complaint ▲14.95%±4.01% 可控性Steerability ▲4.37%±3.28% Bash 恢复Bash Recovery ▲12.44%±2.43% 工具幻觉Tool Hallucination ▼2.41%±0.89% 会话数Sessions 9,879
› 42	Minimax M2.7 MiniMax · Modified MIT	13.22% ±1.22%

综合排名Overall Rank — 名次区间Rank Spread 42 ↔ 43 确认成功Confirmed Success ▲16.69%±3.09% 赞扬/抱怨Praise vs Complaint ▲19.83%±3.16% 可控性Steerability ▲6.18%±2.61% Bash 恢复Bash Recovery ▲23.59%±2.72% 工具幻觉Tool Hallucination ▼0.19%±0.16% 会话数Sessions 37,514
› 43	Gemini 3.5 Flash Lite Google · Proprietary	13.73% ±1.45%

综合排名Overall Rank — 名次区间Rank Spread 42 ↔ 43 确认成功Confirmed Success ▲18.30%±3.82% 赞扬/抱怨Praise vs Complaint ▲16.67%±3.61% 可控性Steerability ▲10.92%±2.93% Bash 恢复Bash Recovery ▲21.44%±3.20% 工具幻觉Tool Hallucination ▼1.33%±0.71% 会话数Sessions 23,216

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