AI Agents

Updated Oct 21, 2026

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

Best overall
Claude Opus 5.5 (Max) Anthropic

Highest ToolsGuide Score for agent work

627 / 1,000
Best value
Muse Spark 1.3 (Max) Meta

Lowest price in the top 20

$0.10 per 1M input tokens
Best open model
GLM-5.3 (Max) Z.ai

Highest scored with open weights

538 / 1,000

Agent leaderboard

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

20 of 53 models in the chart · ·

All models

#	Model	Creator	Licence	Input / 1M	Score	From votes	From tests · count
1	Claude Opus 5.5 (Max)	Anthropic	Proprietary	$4.00	627	639	613 · 2
2	Claude Sonnet 5.5 (Max)	Anthropic	Proprietary	$2.00	599	569	634 · 2
3	Gemini 4 Argon (High)	Google	Proprietary	$2.00	595	564	609 · 3
4	GPT-6 Astra (Max)	OpenAI	Proprietary	$10.00	586	591	584 · 4
5	GPT-6.1 Sol (Max)	OpenAI	Proprietary	$2.00	578	578	–
6	Claude Fable 5.1 (Max)	Anthropic	Proprietary	$10.00	577	583	570 · 2
7	Claude Opus 5 (Max)	Anthropic	Proprietary	$5.00	540	528	544 · 3
8	GPT-6 Sol (Max)	OpenAI	Proprietary	$2.00	539	539	–
9	GLM-5.3 (Max)	Z.ai	MIT	$1.20	538	474	567 · 5
10	Muse Spark 1.3 (Max)	Meta	Proprietary	$0.10	520	490	558 · 2
11	Claude Fable 5 (High)	Anthropic	Proprietary	$10.00	518	531	512 · 3
12	GLM-5.3-Flash	Z.ai	MIT	$0.15	514	453	542 · 4
13	GPT-5.6 Sol (xHigh)	OpenAI	Proprietary	$5.00	511	516	509 · 6
14	MiMo-V2.6-Pro	Xiaomi	MIT	$0.43	510	493	518 · 3
15	Kimi K3 (Max)	Moonshot AI	Kimi K3 license	$2.85	506	479	518 · 5
16	Hy4 preview	Tencent	Apache 2.0	–	496	483	502 · 6
17	Qwen3.8-Max	Alibaba	Proprietary	$1.65	494	477	502 · 5
18	Muse Wonder (Max)	Meta	Proprietary	$4.00	493	493	–
19	Grok 4.7 (xHigh)	xAI	Proprietary	$2.00	490	490	–
20	MiMo-V2.6-Flash	Xiaomi	MIT	$0.14	490	484	492 · 3
21	Mistral Large 4	Mistral	Proprietary	$0.68	488	433	561 · 2
22	GPT-6 Luna (Max)	OpenAI	Proprietary	$0.10	486	486	–
23	Gemini 3.8 Flash (High)	Google	Proprietary	$0.75	485	493	477 · 2
24	DeepSeek-V4.1-Flash-20260910 (Max)	DeepSeek	MIT	–	484	484	–
25	Gemini 3.7 Flash (High)	Google	Proprietary	$0.75	479	457	489 · 3
26	Claude Haiku 5.5 (High)	Anthropic	Proprietary	$0.10	476	476	–
27	Grok 4.6 (xHigh)	xAI	Proprietary	$2.00	471	471	–
28	GPT-5.6 Terra (xHigh)	OpenAI	Proprietary	$2.00	468	467	468 · 6
29	DeepSeek-V4-Pro (High, 20260813)	DeepSeek	MIT	–	464	464	–
30	Muse Spark 1.1	Meta	Proprietary	$1.25	457	419	475 · 3
31	Step 5 Preview	Stepfun	Proprietary	–	451	451	–
32	Claude Sonnet 5 (High)	Anthropic	Proprietary	$2.00	450	496	432 · 5
33	GPT-5.6 Luna (xHigh)	OpenAI	Proprietary	$0.20	449	449	448 · 6
34	GPT-5.5 (xHigh)	OpenAI	Proprietary	$5.00	444	487	427 · 4
35	Gemini 3.1 Pro Preview	Google	Proprietary	$2.00	439	437	441 · 4
36	Qwen3.8-Flash-Next	Alibaba	qwen-community-1.0	–	437	443	431 · 2
37	GPT-5.5	OpenAI	Proprietary	$5.00	437	462	427 · 4
38	GLM-5.2 (Max)	Z.ai	MIT	$0.75	436	481	418 · 3
39	Beam 1.0 501B A23B	Reflection	Apache 2.0	–	432	432	–
40	GPT-6 Luna (Low)	OpenAI	Proprietary	$0.10	431	431	–
41	GPT-5.4 (High)	OpenAI	Proprietary	$2.50	420	474	398 · 4
42	Muse Spark 1.2 (xHigh)	Meta	Proprietary	$0.10	418	418	–
43	Qwen3.8-27B	Alibaba	Apache 2.0	$0.40	415	438	390 · 2
44	Hy3	Tencent	Apache 2.0	$0.14	412	421	408 · 5
45	MiMo-V2.5-Pro	Xiaomi	MIT	$0.43	408	408	–
46	Qwen3.7-Max	Alibaba	Proprietary	$1.25	400	420	391 · 3
47	MiniMax-M3	MiniMax	MiniMax Community License	$0.28	396	400	395 · 3
48	Qwen3.7-Plus	Alibaba	Proprietary	–	394	418	383 · 3
49	Inkling	Thinky	Apache 2.0	$0.95	373	367	376 · 3
50	Inkling-Small	Thinky	Apache 2.0	$0.30	372	361	377 · 5
51	Nemotron 3 Ultra	NVIDIA	OpenMDW-1.1	$0.50	350	391	306 · 2
52	Mistral Medium 3.5	Mistral	Modified MIT	$1.50	340	385	291 · 2
53	Solar Pro 4	Upstage	Proprietary	$0.30	326	337	321 · 3