Bertrande

Best model for autonomous agents

Which model should I use to build an agent?

As of 18 September 2026, the model ranking first for this question is Anthropic: Claude Fable 5.1 on OpenRouter, with agentic index 58.0 and an output price of $50.00 per million tokens. Ranked by highest agentic index, among models that support tool calling, across 116 models for which we hold both figures. This ranking ignores speed and reliability: it is a query on price and a relayed capability score, not a verdict on which model serves you best.

How this ranking is built

Criterion: highest agentic index, among models that support tool calling. An agent needs to call tools. Models without tool support are excluded regardless of their score, because they cannot do the job at all.

This is a query, not an opinion. Both figures are shown on every row so you can check the order, and the table sorts on any column if you disagree with our criterion.

Two things to know before trusting this table. Capability scores are published by Artificial Analysis and relayed by the catalogue we read. They are not our measurement, and a score measures the model rather than the seller, so we apply it to every seller of that model. This ranking says nothing about speed or reliability, which we measure only in part: availability is published per upstream host in reliability.json and on the model pages, and we publish no latency at all, for reasons given on the data page. Prices are ours to observe, each carries the date we saw it, and we keep only the cheapest offer per model so that batch and free tiers do not crowd out the answer.

#ModelSellerAgentic index/ 10040 of 40 heldScale from 3.8 to 55Input$ / 1M tokens40 of 40 heldScale from $0.0001 to $600Output$ / 1M tokens40 of 40 heldScale from $0.0001 to $600Contexttokens40 of 40 heldScale from 512 to 2MObserved
1Anthropic: Claude Fable 5.1OpenRouter58.0$10.00$50.001 000 00018 September 2026
2Anthropic: Claude Opus 5OpenRouter56.2$5.00$25.001 000 00018 September 2026
3Qwen: Qwen3.8 Max (0902)OpenRouter56.1$2.00$6.001 000 00016 September 2026
4Z.ai: GLM 5.3OpenRouter53.4$1.40$4.401 310 72018 September 2026
5SpaceXAI: Grok 4.6OpenRouter53.4$2.00$6.00500 00018 September 2026
6OpenAI: GPT-6 AstraOpenRouter51.5$10.00$50.001 050 00018 September 2026
7Z.ai: GLM 5.3 FlashOpenRouter51.2$0.090$0.3001 310 72018 September 2026
8Anthropic: Claude Fable 5OpenRouter51.0$10.00$50.001 000 00018 September 2026
9MoonshotAI: Kimi K3OpenRouter50.6$2.10$10.951 048 57618 September 2026
10OpenAI: GPT-5.6 SolOpenRouter50.5$2.00$10.001 050 00018 September 2026
11Qwen: Qwen3.8 2.4T A95BOpenRouter50.4$2.00$6.001 048 57618 September 2026
12Qwen: Qwen3.8 MaxOpenRouter49.9$2.00$6.001 000 0004 September 2026
13Qwen: Qwen3.8 27BOpenRouter46.5$0.214$2.551 000 00018 September 2026
14Anthropic: Claude Sonnet 5OpenRouter44.3$2.00$10.001 000 00018 September 2026
15OpenAI: GPT-5.4OpenRouter44.2$2.50$15.001 050 00018 September 2026
16Meta: Muse Spark 1.2OpenRouter44.0$1.25$4.251 048 57618 September 2026
17OpenAI: GPT-5.6 TerraOpenRouter43.7$2.00$12.001 050 00018 September 2026
18OpenAI: GPT-5.6 LunaOpenRouter42.7$0.200$1.201 050 00018 September 2026
19Anthropic: Claude Opus 4.8OpenRouter42.6$5.00$25.001 000 00018 September 2026
20DeepSeek: DeepSeek V4 Pro 0813OpenRouter42.3$0.57816$1.734481 048 57618 September 2026
21SpaceXAI: Grok 4.5OpenRouter42.1$2.00$6.00500 00018 September 2026
22DeepSeek: DeepSeek V4 Flash 0731OpenRouter41.7$0.060$0.1201 310 72018 September 2026
23Google: Gemini 3.8 FlashOpenRouter41.1$0.750$3.751 048 57618 September 2026
24Anthropic: Claude Opus 4.7OpenRouter39.5$5.00$25.001 000 00018 September 2026
25Z.ai: GLM 5.2OpenRouter39.4$0.5544$1.74241 048 57618 September 2026
26OpenAI: GPT-5.5OpenRouter37.3$5.00$30.001 050 00018 September 2026
27Google: Gemini 3.7 FlashOpenRouter36.4$0.750$3.751 048 57618 September 2026
28Upstage: Solar Pro 4OpenRouter33.6$0.090$0.360524 28818 September 2026
29Anthropic: Claude Sonnet 4.6OpenRouter33.1$3.00$15.001 000 00018 September 2026
30Nex AGI: Nex-N2-ProOpenRouter31.2$0.250$1.00262 1448 September 2026
31MiniMax: MiniMax M3OpenRouter30.8$0.300$1.201 048 57618 September 2026
32Google: Gemini 3.6 FlashOpenRouter30.2$0.750$3.751 048 57618 September 2026
33inclusionAI: Ling 3.0 Flash VLOpenRouter30.0$0.060$0.180131 07218 September 2026
34inclusionAI: Ling 3.0 Flash FinOpenRouter29.3$0.060$0.180262 14418 September 2026
35Qwen: Qwen3.6 PlusOpenRouter29.0$0.325$1.951 000 00018 September 2026
36SpaceXAI: Grok Build 0.1OpenRouter28.9$1.00$2.00256 00018 September 2026
37DeepSeek: DeepSeek V4 Flash 0423OpenRouter27.9$0.04984$0.099681 048 57618 September 2026
38DeepSeek: DeepSeek V4 Pro 0423OpenRouter27.7$1.60$3.201 048 57618 September 2026
39Meta: Muse Spark 1.1OpenRouter27.5$1.25$4.251 048 57618 September 2026
40Google: Gemini 3.5 FlashOpenRouter27.3$1.50$9.001 048 57618 September 2026

116 models meet this criterion. The table shows the first 40, so 76 ranked below the cut are not listed here; the full catalogue holds them all.

A model missing from this table is missing one of the two figures, not judged. We would rather show a shorter list than fill it with guesses.

Other questions we can answer this way