Name: 智能体模型厂商排行榜（2026-09-08）- 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	14.51% ±1.90%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 4 确认成功Confirmed Success ▲23.19%±2.61% 赞扬/抱怨Praise vs Complaint ▲39.46%±7.40% 可控性Steerability ▲1.21%±4.21% Bash 恢复Bash Recovery ▲10.71%±1.13% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 11,788
› 🥈	OpenAIOpenAI GPT 6 Astra (Max) · Proprietary	12.55% ±2.18%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 5 确认成功Confirmed Success ▲21.85%±2.92% 赞扬/抱怨Praise vs Complaint ▲40.61%±8.16% 可控性Steerability ▲5.46%±5.71% Bash 恢复Bash Recovery ▲5.33%±1.35% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 8,929
› 🥉	月之暗面Moonshot Kimi K3 (Max) · Kimi K3 license	6.59% ±0.70%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 12 确认成功Confirmed Success ▲15.43%±1.43% 赞扬/抱怨Praise vs Complaint ▲12.90%±2.43% 可控性Steerability ▲0.15%±1.38% Bash 恢复Bash Recovery ▲4.39%±0.56% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 99,807
› 4	腾讯Tencent Hy4 preview · Apache 2.0	5.37% ±1.40%

综合排名Overall Rank — 名次区间Rank Spread 6 ↔ 17 确认成功Confirmed Success ▲12.00%±2.70% 赞扬/抱怨Praise vs Complaint ▲8.98%±5.24% 可控性Steerability ▲1.92%±3.01% Bash 恢复Bash Recovery ▲7.52%±0.70% 工具幻觉Tool Hallucination ▼0.29%±0.07% 会话数Sessions 17,107
› 5	智谱 ZAIZ.ai GLM 5.2 (Max) · MIT · SiliconFlow	4.64% ±0.75%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 17 确认成功Confirmed Success ▲8.06%±1.61% 赞扬/抱怨Praise vs Complaint ▲11.03%±2.61% 可控性Steerability ▲2.92%±1.37% Bash 恢复Bash Recovery ▲0.79%±0.87% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 71,824
› 6	DeepSeekDeepSeek DeepSeek V4 Pro (High) (0813) · MIT	4.43% ±0.92%

综合排名Overall Rank — 名次区间Rank Spread 9 ↔ 18 确认成功Confirmed Success ▲11.13%±1.88% 赞扬/抱怨Praise vs Complaint ▲6.03%±3.27% 可控性Steerability ▲1.09%±1.94% Bash 恢复Bash Recovery ▲5.68%±0.70% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 37,322
› 7	GoogleGoogle Gemini 3.8 Flash (High) · Proprietary	7.36% ±3.73%

综合排名Overall Rank — 名次区间Rank Spread 1 ↔ 19 确认成功Confirmed Success ▲12.16%±6.16% 赞扬/抱怨Praise vs Complaint ▲28.49%±13.08% 可控性Steerability ▲8.41%±10.99% Bash 恢复Bash Recovery ▲4.45%±2.53% 工具幻觉Tool Hallucination ▼0.10%±0.35% 会话数Sessions 2,863
› 8	SpaceXAISpaceXAI Grok 4.5 · Proprietary	4.26% ±2.01%

综合排名Overall Rank — 名次区间Rank Spread 5 ↔ 25 确认成功Confirmed Success ▲5.15%±4.22% 赞扬/抱怨Praise vs Complaint ▲1.55%±7.40% 可控性Steerability ▲4.79%±4.01% Bash 恢复Bash Recovery ▲9.44%±1.83% 工具幻觉Tool Hallucination ▼0.35%±0.07% 会话数Sessions 15,668
› 9	阿里巴巴Alibaba Qwen3.8 Max · Proprietary	3.93% ±2.01%

综合排名Overall Rank — 名次区间Rank Spread 5 ↔ 25 确认成功Confirmed Success ▲9.72%±3.92% 赞扬/抱怨Praise vs Complaint ▲7.88%±7.40% 可控性Steerability ▲0.03%±3.96% Bash 恢复Bash Recovery ▲2.75%±2.42% 工具幻觉Tool Hallucination ▼0.72%±0.43% 会话数Sessions 9,696
› 10	MetaMeta Muse Spark 1.2 (xHigh) · Proprietary	1.56% ±1.23%

综合排名Overall Rank — 名次区间Rank Spread 26 ↔ 31 确认成功Confirmed Success ▲3.02%±2.99% 赞扬/抱怨Praise vs Complaint ▲8.20%±4.01% 可控性Steerability ▲8.30%±2.59% Bash 恢复Bash Recovery ▲5.31%±1.54% 工具幻觉Tool Hallucination ▼0.39%±0.04% 会话数Sessions 23,160
› 11	小米Xiaomi Mimo V2.5 Pro · MIT	5.08% ±0.99%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 38 确认成功Confirmed Success ▲7.14%±2.55% 赞扬/抱怨Praise vs Complaint ▲9.35%±2.94% 可控性Steerability ▲3.64%±1.91% Bash 恢复Bash Recovery ▲4.54%±1.75% 工具幻觉Tool Hallucination ▼0.72%±0.30% 会话数Sessions 38,400
› 12	MiniMaxMiniMax Minimax M3 · MiniMax Community License	5.26% ±0.95%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 38 确认成功Confirmed Success ▲9.85%±2.59% 赞扬/抱怨Praise vs Complaint ▲11.42%±2.85% 可控性Steerability ▲6.98%±1.90% Bash 恢复Bash Recovery ▲1.93%±0.98% 工具幻觉Tool Hallucination ▼0.03%±0.13% 会话数Sessions 37,451
› 13	ThinkyThinky Inkling Small · Apache 2.0	6.89% ±1.64%

综合排名Overall Rank — 名次区间Rank Spread 32 ↔ 41 确认成功Confirmed Success ▲19.61%±4.69% 赞扬/抱怨Praise vs Complaint ▲16.64%±4.81% 可控性Steerability ▲6.21%±3.86% Bash 恢复Bash Recovery ▲8.39%±1.15% 工具幻觉Tool Hallucination ▼0.41%±0.40% 会话数Sessions 11,959
› 14	MistralMistral Mistral Medium 3.5 · Modified MIT	9.35% ±1.51%

综合排名Overall Rank — 名次区间Rank Spread 38 ↔ 41 确认成功Confirmed Success ▲16.67%±3.86% 赞扬/抱怨Praise vs Complaint ▲13.60%±4.21% 可控性Steerability ▲3.20%±3.34% Bash 恢复Bash Recovery ▲10.73%±2.30% 工具幻觉Tool Hallucination ▼2.53%±0.96% 会话数Sessions 9,448
› 15	UpstageUpstage Solar Pro 4 · Proprietary	11.29% ±3.75%

综合排名Overall Rank — 名次区间Rank Spread 38 ↔ 43 确认成功Confirmed Success ▲9.99%±7.81% 赞扬/抱怨Praise vs Complaint ▲14.57%±9.94% 可控性Steerability ▲2.12%±7.53% Bash 恢复Bash Recovery ▲28.58%±10.00% 工具幻觉Tool Hallucination ▼1.20%±1.63% 会话数Sessions 5,770

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