Name: 智能体 AI 排行榜 - 最佳 Agent 模型对比 (2026-07-06 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 (High) Anthropic · Proprietary	14.07% ±1.56%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 1 确认成功Confirmed Success ▲16.51%±2.73% 赞扬/抱怨Praise vs Complaint ▲30.91%±5.69% 可控性Steerability ▲12.65%±2.93% Bash 恢复Bash Recovery ▲8.99%±1.84% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 16,059
› 🥈	Claude Opus 4.8 (Thinking) Anthropic · Proprietary	9.90% ±1.31%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 5 确认成功Confirmed Success ▲8.58%±2.52% 赞扬/抱怨Praise vs Complaint ▲17.79%±4.80% 可控性Steerability ▲12.09%±2.46% Bash 恢复Bash Recovery ▲10.33%±1.02% 工具幻觉Tool Hallucination ▼0.71%±0.39% 会话数Sessions 31,886
› 🥉	GPT 5.5 (xHigh) OpenAI · Proprietary	8.39% ±0.94%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 8 确认成功Confirmed Success ▲6.48%±1.82% 赞扬/抱怨Praise vs Complaint ▲13.32%±3.38% 可控性Steerability ▲6.41%±1.92% Bash 恢复Bash Recovery ▲14.46%±0.89% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 30,341
› 4	Claude Opus 4.7 Anthropic · Proprietary	8.16% ±1.24%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 10 确认成功Confirmed Success ▲5.83%±2.47% 赞扬/抱怨Praise vs Complaint ▲13.96%±4.45% 可控性Steerability ▲9.21%±2.27% Bash 恢复Bash Recovery ▲10.59%±1.62% 工具幻觉Tool Hallucination ▼1.21%±0.15% 会话数Sessions 33,406
› 5	Claude Opus 4.7 (Thinking) Anthropic · Proprietary	8.07% ±1.25%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 10 确认成功Confirmed Success ▲5.15%±2.53% 赞扬/抱怨Praise vs Complaint ▲12.56%±4.41% 可控性Steerability ▲9.36%±2.36% Bash 恢复Bash Recovery ▲12.14%±1.28% 工具幻觉Tool Hallucination ▼1.14%±0.17% 会话数Sessions 32,742
› 6	Claude Sonnet 5 (Thinking) Anthropic · Proprietary	7.38% ±1.30%

综合排名Overall Rank — 名次区间Rank Spread 2 ↔ 12 确认成功Confirmed Success ▲12.24%±2.23% 赞扬/抱怨Praise vs Complaint ▲13.43%±4.34% 可控性Steerability ▲0.95%±3.57% Bash 恢复Bash Recovery ▲9.15%±0.89% 工具幻觉Tool Hallucination ▼1.14%±0.16% 会话数Sessions 20,039
› 7	GPT 5.5 (High) OpenAI · Proprietary	7.16% ±0.76%

综合排名Overall Rank — 名次区间Rank Spread 3 ↔ 10 确认成功Confirmed Success ▲6.17%±1.49% 赞扬/抱怨Praise vs Complaint ▲7.42%±2.66% 可控性Steerability ▲8.28%±1.52% Bash 恢复Bash Recovery ▲12.65%±0.90% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 55,489
› 8	GPT 5.4 (High) OpenAI · Proprietary	6.73% ±0.78%

综合排名Overall Rank — 名次区间Rank Spread 3 ↔ 11 确认成功Confirmed Success ▲6.73%±1.51% 赞扬/抱怨Praise vs Complaint ▲6.68%±2.74% 可控性Steerability ▲8.67%±1.50% Bash 恢复Bash Recovery ▲10.30%±0.96% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 55,530
› 9	GLM 5.2 (Max) 智谱 ZAI · MIT	6.72% ±1.24%

综合排名Overall Rank — 名次区间Rank Spread 3 ↔ 11 确认成功Confirmed Success ▲9.41%±2.32% 赞扬/抱怨Praise vs Complaint ▲14.85%±4.50% 可控性Steerability ▲3.25%±2.46% Bash 恢复Bash Recovery ▲4.83%±1.24% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 27,177
› 10	GPT 5.5 OpenAI · Proprietary	6.55% ±0.74%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 11 确认成功Confirmed Success ▲4.38%±1.48% 赞扬/抱怨Praise vs Complaint ▲7.00%±2.61% 可控性Steerability ▲8.77%±1.40% Bash 恢复Bash Recovery ▲11.32%±0.91% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 56,038
› 11	Claude Opus 4.6 Anthropic · Proprietary	6.23% ±1.20%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 11 确认成功Confirmed Success ▲2.88%±2.58% 赞扬/抱怨Praise vs Complaint ▲8.44%±4.05% 可控性Steerability ▲7.66%±2.26% Bash 恢复Bash Recovery ▲10.94%±1.53% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 32,566
› 12	Claude Opus 4.8 Anthropic · Proprietary	4.69% ±1.56%

综合排名Overall Rank — 名次区间Rank Spread 7 ↔ 13 确认成功Confirmed Success ▲7.47%±2.59% 赞扬/抱怨Praise vs Complaint ▲13.06%±4.81% 可控性Steerability ▲8.94%±2.60% Bash 恢复Bash Recovery ▲10.00%±1.09% 工具幻觉Tool Hallucination ▼15.99%±3.98% 会话数Sessions 29,954
› 13	Claude Sonnet 4.6 Anthropic · Proprietary	2.53% ±1.09%

综合排名Overall Rank — 名次区间Rank Spread 11 ↔ 15 确认成功Confirmed Success ▲0.89%±2.55% 赞扬/抱怨Praise vs Complaint ▲0.98%±3.57% 可控性Steerability ▲1.45%±2.14% Bash 恢复Bash Recovery ▲11.84%±1.29% 工具幻觉Tool Hallucination ▼1.25%±0.15% 会话数Sessions 33,302
› 14	GLM 5.1 智谱 ZAI · MIT	1.67% ±0.89%

综合排名Overall Rank — 名次区间Rank Spread 12 ↔ 15 确认成功Confirmed Success ▲2.06%±1.87% 赞扬/抱怨Praise vs Complaint ▲0.93%±3.05% 可控性Steerability ▲0.11%±1.85% Bash 恢复Bash Recovery ▲4.02%±0.96% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 45,399
› 15	kimi-k2.7-code 月之暗面 · Modified MIT	0.74% ±3.33%

综合排名Overall Rank — 名次区间Rank Spread 11 ↔ 22 确认成功Confirmed Success ▲9.36%±5.66% 赞扬/抱怨Praise vs Complaint ▲2.99%±10.97% 可控性Steerability ▲11.45%±9.87% Bash 恢复Bash Recovery ▲1.52%±2.87% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 3,124
› 16	Gemini 3.1 Pro Preview Google · Proprietary	0.55% ±0.70%

综合排名Overall Rank — 名次区间Rank Spread 14 ↔ 19 确认成功Confirmed Success ▲0.22%±1.57% 赞扬/抱怨Praise vs Complaint ▲0.34%±2.21% 可控性Steerability ▲3.07%±1.30% Bash 恢复Bash Recovery ▲6.89%±1.23% 工具幻觉Tool Hallucination ▼1.21%±0.15% 会话数Sessions 55,576
› 17	DeepSeek V4 Flash DeepSeek · MIT	1.00% ±1.26%

综合排名Overall Rank — 名次区间Rank Spread 14 ↔ 22 确认成功Confirmed Success ▲4.48%±2.43% 赞扬/抱怨Praise vs Complaint ▲4.30%±4.46% 可控性Steerability ▲8.47%±2.42% Bash 恢复Bash Recovery ▲4.91%±1.79% 工具幻觉Tool Hallucination ▼0.39%±0.32% 会话数Sessions 40,093
› 18	Kimi K2.7 Code 月之暗面 · Modified MIT	1.22% ±1.32%

综合排名Overall Rank — 名次区间Rank Spread 14 ↔ 22 确认成功Confirmed Success ▲0.39%±2.86% 赞扬/抱怨Praise vs Complaint ▲3.52%±4.38% 可控性Steerability ▲2.76%±2.65% Bash 恢复Bash Recovery ▲1.46%±2.29% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 28,302
› 19	kimi-k2.6 月之暗面 · Modified MIT	1.62% ±3.53%

综合排名Overall Rank — 名次区间Rank Spread 12 ↔ 24 确认成功Confirmed Success ▲5.63%±5.70% 赞扬/抱怨Praise vs Complaint ▲0.61%±10.40% 可控性Steerability ▲7.72%±9.18% Bash 恢复Bash Recovery ▲6.64%±7.47% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 3,229
› 20	Kimi K2.6 月之暗面 · Modified MIT	1.84% ±0.92%

综合排名Overall Rank — 名次区间Rank Spread 14 ↔ 22 确认成功Confirmed Success ▲1.45%±2.07% 赞扬/抱怨Praise vs Complaint ▲3.37%±3.00% 可控性Steerability ▲3.89%±1.83% Bash 恢复Bash Recovery ▲1.76%±1.49% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 48,417
› 21	Minimax M3 MiniMax · Fireworks	2.45% ±1.09%

综合排名Overall Rank — 名次区间Rank Spread 15 ↔ 22 确认成功Confirmed Success ▲3.53%±2.66% 赞扬/抱怨Praise vs Complaint ▲7.43%±3.66% 可控性Steerability ▲4.94%±2.19% Bash 恢复Bash Recovery ▲2.38%±0.97% 工具幻觉Tool Hallucination ▼1.26%±0.15% 会话数Sessions 33,958
› 22	DeepSeek V4 Pro DeepSeek · MIT	2.67% ±1.28%

综合排名Overall Rank — 名次区间Rank Spread 15 ↔ 24 确认成功Confirmed Success ▲4.35%±3.02% 赞扬/抱怨Praise vs Complaint ▲5.82%±4.19% 可控性Steerability ▲3.92%±2.78% Bash 恢复Bash Recovery ▲0.59%±1.41% 工具幻觉Tool Hallucination ▼0.16%±0.30% 会话数Sessions 30,428
› 23	minimax-m3 MiniMax · MiniMax Community License	4.48% ±2.44%

综合排名Overall Rank — 名次区间Rank Spread 15 ↔ 25 确认成功Confirmed Success ▲8.94%±5.34% 赞扬/抱怨Praise vs Complaint ▲10.94%±6.81% 可控性Steerability ▲10.11%±7.49% Bash 恢复Bash Recovery ▲6.56%±1.46% 工具幻觉Tool Hallucination ▼1.05%±0.27% 会话数Sessions 3,931
› 24	Qwen 3.6 Plus 阿里巴巴 · Proprietary	4.77% ±1.04%

综合排名Overall Rank — 名次区间Rank Spread 20 ↔ 24 确认成功Confirmed Success ▲1.99%±2.20% 赞扬/抱怨Praise vs Complaint ▲5.39%±3.48% 可控性Steerability ▲10.30%±2.12% Bash 恢复Bash Recovery ▲3.95%±1.38% 工具幻觉Tool Hallucination ▼2.24%±0.47% 会话数Sessions 43,467
› 25	gemini-3.5-flash Google · Proprietary	6.58% ±2.71%

综合排名Overall Rank — 名次区间Rank Spread 20 ↔ 29 确认成功Confirmed Success ▲13.69%±5.15% 赞扬/抱怨Praise vs Complaint ▲3.66%±6.76% 可控性Steerability ▲9.97%±7.96% Bash 恢复Bash Recovery ▲6.59%±5.65% 工具幻觉Tool Hallucination ▼1.00%±0.36% 会话数Sessions 4,015
› 26	Grok 4.3 (High) xAI · Proprietary	7.66% ±0.82%

综合排名Overall Rank — 名次区间Rank Spread 23 ↔ 29 确认成功Confirmed Success ▲8.84%±1.85% 赞扬/抱怨Praise vs Complaint ▲14.45%±2.16% 可控性Steerability ▲6.58%±1.48% Bash 恢复Bash Recovery ▲9.09%±2.11% 工具幻觉Tool Hallucination ▼0.68%±0.19% 会话数Sessions 35,625
› 27	Grok Build 0.1 xAI · Proprietary	7.85% ±0.81%

综合排名Overall Rank — 名次区间Rank Spread 24 ↔ 29 确认成功Confirmed Success ▲6.03%±1.87% 赞扬/抱怨Praise vs Complaint ▲13.40%±2.43% 可控性Steerability ▲11.15%±1.74% Bash 恢复Bash Recovery ▲8.77%±1.58% 工具幻觉Tool Hallucination ▼0.09%±0.18% 会话数Sessions 46,673
› 28	Minimax M2.7 MiniMax · Modified MIT	8.15% ±0.80%

综合排名Overall Rank — 名次区间Rank Spread 24 ↔ 29 确认成功Confirmed Success ▲12.34%±2.10% 赞扬/抱怨Praise vs Complaint ▲15.85%±2.36% 可控性Steerability ▲9.04%±1.56% Bash 恢复Bash Recovery ▲4.61%±1.33% 工具幻觉Tool Hallucination ▼1.11%±0.18% 会话数Sessions 46,287
› 29	Gemini 3 Flash Google · Proprietary	8.26% ±0.79%

综合排名Overall Rank — 名次区间Rank Spread 24 ↔ 29 确认成功Confirmed Success ▲9.13%±1.63% 赞扬/抱怨Praise vs Complaint ▲11.96%±1.98% 可控性Steerability ▲3.94%±1.34% Bash 恢复Bash Recovery ▲16.61%±2.24% 工具幻觉Tool Hallucination ▼0.31%±0.98% 会话数Sessions 55,949
› 30	Nemotron 3 Ultra NVIDIA · OpenMDW-1.1	11.26% ±2.94%

综合排名Overall Rank — 名次区间Rank Spread 24 ↔ 31 确认成功Confirmed Success ▲8.88%±5.48% 赞扬/抱怨Praise vs Complaint ▲6.49%±9.33% 可控性Steerability ▲19.94%±5.80% Bash 恢复Bash Recovery ▲19.71%±6.92% 工具幻觉Tool Hallucination ▼1.28%±1.13% 会话数Sessions 8,294
› 31	minimax-m2.7 MiniMax · Modified MIT	12.58% ±2.83%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 32 确认成功Confirmed Success ▲19.55%±5.95% 赞扬/抱怨Praise vs Complaint ▲18.63%±6.85% 可控性Steerability ▲19.48%±8.60% Bash 恢复Bash Recovery ▲6.04%±5.30% 工具幻觉Tool Hallucination ▼0.82%±0.45% 会话数Sessions 4,221
› 32	Gemma 4 31B Google · Apache 2.0	13.07% ±1.49%

综合排名Overall Rank — 名次区间Rank Spread 29 ↔ 31 确认成功Confirmed Success ▲3.03%±1.72% 赞扬/抱怨Praise vs Complaint ▲5.58%±2.51% 可控性Steerability ▲4.85%±1.60% Bash 恢复Bash Recovery ▲30.23%±4.87% 工具幻觉Tool Hallucination ▼21.64%±4.41% 会话数Sessions 45,297
› 33	Grok 4.3 xAI · Proprietary	15.71% ±1.02%

综合排名Overall Rank — 名次区间Rank Spread 31 ↔ 32 确认成功Confirmed Success ▲12.11%±1.67% 赞扬/抱怨Praise vs Complaint ▲16.40%±1.91% 可控性Steerability ▲7.57%±1.31% Bash 恢复Bash Recovery ▲43.34%±4.08% 工具幻觉Tool Hallucination ▼0.88%±0.22% 会话数Sessions 55,350

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