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AI Agents

Updated

Models that take multi-step actions with tools: running commands, using apps and finishing tasks on their own.

  • Best overall

    Highest ToolsGuide Score for agent work

    614 / 1,000

  • Best value

    Lowest price in the top 20

    $0.10 per 1M input tokens

  • Best open model

    Highest scored with open weights

    493 / 1,000

Agent leaderboard

57 models · ToolsGuide Score out of 1,000, where 1,000 is a flawless model

20 of 57 models in the chart · ·

All models

Compare#ModelCreatorLicenceInput / 1MScoreFrom votes From tests · count
1Claude Opus 5.5 (Max) AnthropicProprietary$4.00614645 580 · 2
2Gemini 4 Carbon (High)GoogleProprietary–599599 –
3Claude Sonnet 5.5 (Max) AnthropicProprietary$2.00588579 598 · 2
4Gemini 4 Argon (High)GoogleProprietary$2.00569551 576 · 3
5GPT-6.1 Sol (Max) OpenAIProprietary$2.00567567 –
6GPT-6 Astra (Max) OpenAIProprietary$10.00563571 560 · 4
7Claude Fable 5.1 (Max) AnthropicProprietary$10.00560575 543 · 2
8Muse Wonder Full (Max)MetaProprietary–546546 –
9Kimi K3.1 Pro (Max) Moonshot AIProprietary$2.00540511 553 · 3
10GPT-6.1 Terra (Max) OpenAIProprietary$1.00535550 518 · 2
11GPT-6 Sol (Max) OpenAIProprietary$2.00527527 –
12Claude Opus 5 (Max) AnthropicProprietary$5.00525524 525 · 3
13Mistral Large 4MistralProprietary$0.70500422 538 · 3
14GLM-5.3 (Max) Z.aiMIT$1.20493471 502 · 5
15Muse Wonder (Max)MetaProprietary$4.00488488 –
16Claude Fable 5 (High) AnthropicProprietary$10.00485528 468 · 3
17DeepSeek-V4.1-Flash-20261017 (Max)DeepSeekMIT–485485 –
18GPT-5.6 Sol (xHigh) OpenAIProprietary$5.00484501 477 · 6
19Grok 4.7 (xHigh) xAIProprietary$2.00483483 –
20GPT-6 Luna (Max) OpenAIProprietary$0.10481481 –
21DeepSeek-V4.1-Flash-20260910 (Max)DeepSeekMIT–479479 –
22MiMo-V2.6-ProXiaomiMIT$0.43477486 473 · 3
23Claude Haiku 5.5 (High) AnthropicProprietary$0.10475475 –
24Muse Spark 1.3 (Max)MetaProprietary$0.10471484 466 · 3
25Gemini 3.8 Flash (High)GoogleProprietary$0.75470485 455 · 2
26Grok 4.6 (xHigh) xAIProprietary$2.00468468 –
27Kimi K3 (Max) Moonshot AIKimi K3 license$2.85467473 465 · 6
28GLM-5.3-Flash Z.aiMIT$0.15464448 471 · 4
29DeepSeek-V4-Pro (High, 20260813)DeepSeekMIT–462462 –
30MiMo-V2.6-FlashXiaomiMIT$0.14462472 458 · 3
31Qwen3.8-MaxAlibabaProprietary$1.65459468 455 · 5
32MiniMax-M3.1-FlashMiniMaxMiniMax Community License$0.15455436 478 · 2
33Hy4 previewTencentApache 2.0–454474 446 · 6
34GPT-6 Luna (Medium) OpenAIProprietary$0.10454454 –
35GPT-5.6 Terra (xHigh) OpenAIProprietary$2.00453455 452 · 6
36Gemini 3.7 Flash (High)GoogleProprietary$0.75452455 451 · 3
37Step 5 PreviewStepFunProprietary–445445 –
38Claude Sonnet 5 (High) AnthropicProprietary$2.00437487 418 · 5
39GLM-5.2 (Max) Z.aiMIT$0.75429474 411 · 3
40Muse Spark 1.1MetaProprietary$1.25427411 433 · 3
41Qwen3.8-Flash-NextAlibabaqwen-community-1.0–424436 411 · 2
42Beam 1.0 501B A23BReflectionApache 2.0$0.40423430 420 · 6
43GPT-6 Luna (Low) OpenAIProprietary$0.10421421 –
44Qwen3.8-27BAlibabaApache 2.0$0.40416433 397 · 2
45Muse Spark 1.2 (xHigh)MetaProprietary$0.10412412 –
46Hy3TencentApache 2.0$0.14409414 407 · 6
47Gemini 3.1 Pro PreviewGoogleProprietary$2.00405433 394 · 4
48MiMo-V2.5-ProXiaomiMIT$0.43403403 –
49Qwen3.7-MaxAlibabaProprietary$1.25394419 384 · 3
50MiniMax-M3MiniMaxMiniMax Community License$0.28392395 391 · 3
51Qwen3.7-PlusAlibabaProprietary–390413 380 · 3
52InklingThinkyApache 2.0$0.95377360 384 · 3
53Inkling-SmallThinkyApache 2.0$0.30374353 383 · 5
54NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)NVIDIAOpenMDW-1.1–366366 –
55Nemotron 3 UltraNVIDIAOpenMDW-1.1$0.50355361 349 · 2
56Mistral Medium 3.5MistralModified MIT$1.50351380 320 · 2
57Solar Pro 4UpstageProprietary$0.30349331 357 · 3

Fixed tests with right and wrong answers, scored out of 100%.

Terminal-Bench 2.0

Getting real work done in a command-line terminal. · Top 10 of 54 · Higher is better

BrowseComp

Finding hard-to-locate facts by browsing the web. · Top 10 of 73 · Higher is better