Name: 智能体模型厂商排行榜（2026-09-06）- 最佳 Agent 模型对比 - 厂商聚合排名
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 ⇕	厂商Lab ⇕
› 🥇	AnthropicAnthropic Claude Fable 5.1 (Max) · Proprietary	15.87% ±2.84%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 3 确认成功Confirmed Success ▲22.45%±3.71% 赞扬/抱怨Praise vs Complaint ▲42.45%±10.94% 可控性Steerability ▲0.58%±6.77% Bash 恢复Bash Recovery ▲13.11%±1.33% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 6,796
› 🥈	OpenAIOpenAI GPT 5.6 Sol (xHigh) · Proprietary	9.31% ±1.49%

综合排名Overall Rank — 名次区间Rank Spread 3 ↔ 10 确认成功Confirmed Success ▲6.68%±3.13% 赞扬/抱怨Praise vs Complaint ▲22.07%±5.50% 可控性Steerability ▲8.88%±2.84% Bash 恢复Bash Recovery ▲8.14%±0.96% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 29,730
› 🥉	月之暗面Moonshot Kimi K3 (Max) · Kimi K3 license	7.96% ±0.68%

综合排名Overall Rank — 名次区间Rank Spread 5 ↔ 12 确认成功Confirmed Success ▲16.58%±1.40% 赞扬/抱怨Praise vs Complaint ▲14.03%±2.36% 可控性Steerability ▲1.24%±1.35% Bash 恢复Bash Recovery ▲7.16%±0.58% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 97,915
› 4	腾讯Tencent Hy4 preview · Apache 2.0	6.92% ±1.51%

综合排名Overall Rank — 名次区间Rank Spread 5 ↔ 20 确认成功Confirmed Success ▲13.56%±2.96% 赞扬/抱怨Praise vs Complaint ▲10.26%±5.61% 可控性Steerability ▲0.10%±3.21% Bash 恢复Bash Recovery ▲10.20%±0.79% 工具幻觉Tool Hallucination ▼0.66%±0.14% 会话数Sessions 14,405
› 5	智谱 ZAIZ.ai GLM 5.2 (Max) · MIT · SiliconFlow	6.03% ±0.76%

综合排名Overall Rank — 名次区间Rank Spread 8 ↔ 21 确认成功Confirmed Success ▲8.63%±1.64% 赞扬/抱怨Praise vs Complaint ▲11.73%±2.67% 可控性Steerability ▲4.48%±1.38% Bash 恢复Bash Recovery ▲4.51%±0.77% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 69,385
› 6	SpaceXAISpaceXAI Grok 4.5 · Proprietary	5.73% ±1.15%

综合排名Overall Rank — 名次区间Rank Spread 8 ↔ 23 确认成功Confirmed Success ▲6.30%±2.55% 赞扬/抱怨Praise vs Complaint ▲5.07%±4.02% 可控性Steerability ▲6.84%±2.28% Bash 恢复Bash Recovery ▲9.65%±1.19% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 35,237
› 7	阿里巴巴Alibaba Qwen3.8 Max · Proprietary	4.96% ±2.06%

综合排名Overall Rank — 名次区间Rank Spread 4 ↔ 33 确认成功Confirmed Success ▲10.42%±3.99% 赞扬/抱怨Praise vs Complaint ▲7.86%±7.62% 可控性Steerability ▲1.85%±4.00% Bash 恢复Bash Recovery ▲4.83%±2.47% 工具幻觉Tool Hallucination ▼0.18%±0.41% 会话数Sessions 9,018
› 8	GoogleGoogle Gemini 3.8 Flash (High) · Proprietary	7.95% ±3.65%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 23 确认成功Confirmed Success ▲12.71%±6.22% 赞扬/抱怨Praise vs Complaint ▲28.01%±13.09% 可控性Steerability ▲7.27%±10.36% Bash 恢复Bash Recovery ▲5.78%±2.49% 工具幻觉Tool Hallucination ▼0.50%±0.38% 会话数Sessions 2,861
› 9	DeepSeekDeepSeek DeepSeek V4 Pro (High) (0813) · MIT	5.43% ±0.90%

综合排名Overall Rank — 名次区间Rank Spread 8 ↔ 23 确认成功Confirmed Success ▲11.75%±1.91% 赞扬/抱怨Praise vs Complaint ▲5.24%±3.13% 可控性Steerability ▲0.67%±1.95% Bash 恢复Bash Recovery ▲8.70%±0.71% 工具幻觉Tool Hallucination ▼0.78%±0.13% 会话数Sessions 34,397
› 10	MetaMeta Muse Spark 1.2 (xHigh) · Proprietary	0.46% ±1.18%

综合排名Overall Rank — 名次区间Rank Spread 27 ↔ 37 确认成功Confirmed Success ▲6.60%±2.81% 赞扬/抱怨Praise vs Complaint ▲6.33%±3.75% 可控性Steerability ▲6.19%±2.50% Bash 恢复Bash Recovery ▲7.46%±1.56% 工具幻觉Tool Hallucination ▼0.77%±0.13% 会话数Sessions 20,816
› 11	MiniMaxMiniMax Minimax M3 · MiniMax Community License	3.76% ±0.94%

综合排名Overall Rank — 名次区间Rank Spread 38 ↔ 48 确认成功Confirmed Success ▲8.25%±2.54% 赞扬/抱怨Praise vs Complaint ▲9.86%±2.86% 可控性Steerability ▲5.48%±1.86% Bash 恢复Bash Recovery ▲4.42%±0.90% 工具幻觉Tool Hallucination ▼0.39%±0.19% 会话数Sessions 36,707
› 12	小米Xiaomi Mimo V2.5 Pro · MIT	3.81% ±0.98%

综合排名Overall Rank — 名次区间Rank Spread 38 ↔ 48 确认成功Confirmed Success ▲5.56%±2.51% 赞扬/抱怨Praise vs Complaint ▲8.84%±2.92% 可控性Steerability ▲2.64%±1.87% Bash 恢复Bash Recovery ▲1.66%±1.73% 工具幻觉Tool Hallucination ▼0.36%±0.32% 会话数Sessions 37,593
› 13	ThinkyThinky Inkling Small · Apache 2.0	5.43% ±1.73%

综合排名Overall Rank — 名次区间Rank Spread 40 ↔ 51 确认成功Confirmed Success ▲19.38%±4.89% 赞扬/抱怨Praise vs Complaint ▲15.30%±5.08% 可控性Steerability ▲3.93%±4.09% Bash 恢复Bash Recovery ▲11.58%±1.21% 工具幻觉Tool Hallucination ▼0.10%±0.46% 会话数Sessions 11,299
› 14	MistralMistral Mistral Medium 3.5 · Modified MIT	7.16% ±1.56%

综合排名Overall Rank — 名次区间Rank Spread 47 ↔ 51 确认成功Confirmed Success ▲14.49%±3.95% 赞扬/抱怨Praise vs Complaint ▲12.61%±4.41% 可控性Steerability ▲0.50%±3.50% Bash 恢复Bash Recovery ▲6.13%±2.31% 工具幻觉Tool Hallucination ▼2.08%±1.01% 会话数Sessions 8,793
› 15	UpstageUpstage Solar Pro 4 · Proprietary	9.87% ±3.56%

综合排名Overall Rank — 名次区间Rank Spread 48 ↔ 57 确认成功Confirmed Success ▲8.60%±7.42% 赞扬/抱怨Praise vs Complaint ▲13.71%±9.54% 可控性Steerability ▲1.32%±7.15% Bash 恢复Bash Recovery ▲24.95%±9.44% 工具幻觉Tool Hallucination ▼0.79%±1.64% 会话数Sessions 5,770
› 16	NVIDIANvidia Nemotron 3 Ultra · OpenMDW-1.1	14.43% ±2.68%

综合排名Overall Rank — 名次区间Rank Spread 51 ↔ 57 确认成功Confirmed Success ▲15.71%±5.60% 赞扬/抱怨Praise vs Complaint ▲14.99%±7.00% 可控性Steerability ▲9.71%±5.29% Bash 恢复Bash Recovery ▲31.95%±7.75% 工具幻觉Tool Hallucination ▼0.23%±0.27% 会话数Sessions 12,264

没有找到相关模型No matching models found

AI 智能体模型排行榜Agent Models Leaderboard 🏆 综合榜单