Benchmark suiteLatest source data: Oct 16, 2026Checked: October 18, 2026

Agent and tool-use rankings.

A pragmatic agent-readiness view using the source-backed signals we have today: search, document work, code performance, and latency. BFCL and Terminal-Bench are called out as planned feed integrations.

What These Mean

Ranked models

153

Search, docs, code, or latency signal

Search Arena

Models with public search scores

Docs Arena

Models with document scores

Top proxy

Gemma 4 26b A4B

100 agent proxy

Agent formula

Workflow signals without overstating tool calling.

This page is intentionally labeled as a proxy until BFCL and Terminal-Bench are wired. It ranks search, docs, coding, and latency signals that matter for agent workflows without claiming they are a full agent benchmark.

Agent workflow proxy

Higher proxy index is better. BFCL remains a planned feed, not a silent placeholder.

Top 30 of 153

Rank	Model	Index	Search	Docs	Latency	Tool use	Sources
#1	Gemma 4 26b A4B gemma-4-26b-a4b GoogleOpen weights	100agent proxy	Not listedSearch Arena	Not listedDocs Arena	0.62slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#2	Mistral Medium 3.5 mistral-medium-3.5 MistralOpen weights	100agent proxy	Not listedSearch Arena	Not listedDocs Arena	0.64slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#3	Qwen3.5 122b A10B qwen3.5-122b-a10b AlibabaOpen weights	99agent proxy	Not listedSearch Arena	Not listedDocs Arena	1.01slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#4	Claude Opus 5.5 Claude Opus 5.5 (High) AnthropicProprietary	96agent proxy	Not listedSearch Arena	Not listedDocs Arena	4.22slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#5	Claude Opus 4.6 High claude-opus-4-6-high AnthropicProprietary	96agent proxy	Not listedSearch Arena	1,495Docs Arena rank #2	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#6	GPT-6.1 Sol Max gpt-6.1-sol-max OpenAIProprietary	96agent proxy	1,250Search Arena rank #2	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#7	GPT-5.6 Sol xHigh gpt-5.6-sol-xhigh OpenAIProprietary	96agent proxy	1,258Search Arena rank #1	1,489Docs Arena rank #8	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#8	Claude Opus 4.6 claude-opus-4-6 AnthropicProprietary	95agent proxy	Not listedSearch Arena	1,494Docs Arena rank #4	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#9	GPT-6 Astra GPT-6 Astra (Max) OpenAIProprietary	94agent proxy	Not listedSearch Arena	Not listedDocs Arena	1.99slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#10	Claude Opus 4.7 High claude-opus-4-7-high AnthropicProprietary	94agent proxy	Not listedSearch Arena	1,493Docs Arena rank #5	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#11	Claude Fable 5.1 Max claude-fable-5.1-max AnthropicProprietary	94agent proxy	Not listedSearch Arena	1,493Docs Arena rank #6	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#12	GPT-6.1 Sol GPT-6.1 Sol (Max) OpenAIProprietary	92agent proxy	Not listedSearch Arena	Not listedDocs Arena	1.88slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#13	Claude Fable 5.1 Claude Fable 5.1 (Max) AnthropicProprietary	90agent proxy	Not listedSearch Arena	Not listedDocs Arena	1.39slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#14	Claude Fable 5.1 High claude-fable-5.1-high AnthropicProprietary	87agent proxy	1,233Search Arena rank #4	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#15	Claude Opus 4.8 High claude-opus-4-8-high AnthropicProprietary	87agent proxy	Not listedSearch Arena	1,486Docs Arena rank #9	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#16	Claude Sonnet 5.5 Claude Sonnet 5.5 (xHigh) AnthropicProprietary	87agent proxy	Not listedSearch Arena	Not listedDocs Arena	0.72slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#17	GPT-6 Astra Max gpt-6-astra-max OpenAIProprietary	86agent proxy	1,246Search Arena rank #3	1,473Docs Arena rank #17	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#18	Claude Fable 5 High claude-fable-5-high AnthropicProprietary	85agent proxy	1,229Search Arena rank #6	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#19	GPT-6 Sol Max gpt-6-sol-max OpenAIProprietary	85agent proxy	1,228Search Arena rank #7	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#20	GPT-5.5 Search gpt-5.5-search OpenAIProprietary	84agent proxy	1,226Search Arena rank #8	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#21	Claude Opus 4.7 claude-opus-4-7 AnthropicProprietary	83agent proxy	1,210Search Arena rank #12	1,494Docs Arena rank #3	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#22	Claude Opus 5 High claude-opus-5-high AnthropicProprietary	83agent proxy	1,214Search Arena rank #10	1,490Docs Arena rank #7	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#23	Claude Opus 4.6 Search claude-opus-4-6-search AnthropicProprietary	82agent proxy	1,222Search Arena rank #9	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#24	GPT-5.5 High gpt-5.5-high OpenAIProprietary	81agent proxy	Not listedSearch Arena	1,480Docs Arena rank #11	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#25	Claude Sonnet 4.6 claude-sonnet-4-6 AnthropicProprietary	79agent proxy	Not listedSearch Arena	1,478Docs Arena rank #13	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#26	Claude Fable 5 Claude Fable 5 (High) AnthropicProprietary	78agent proxy	Not listedSearch Arena	1,499Docs Arena rank #1	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#27	Qwen3.8 Max qwen3.8-max AlibabaProprietary	78agent proxy	1,229Search Arena rank #5	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#28	Kimi K3 Kimi K3 (Max) Moonshot AIProprietary	77agent proxy	Not listedSearch Arena	Not listedDocs Arena	2.97slatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#29	Claude Sonnet 5 High claude-sonnet-5-high AnthropicProprietary	77agent proxy	Not listedSearch Arena	1,476Docs Arena rank #15	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena
#30	Claude Opus 5.5 Medium claude-opus-5.5-medium AnthropicProprietary	76agent proxy	1,211Search Arena rank #11	Not listedDocs Arena	Not listedlatency	BFCL pendingtool calling feed	Search ArenaDocs ArenaCode Arena

Gemma 4 26b A4B

gemma-4-26b-a4b

GoogleOpen weights

100agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

0.62slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Mistral Medium 3.5

mistral-medium-3.5

MistralOpen weights

100agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

0.64slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Qwen3.5 122b A10B

qwen3.5-122b-a10b

AlibabaOpen weights

99agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

1.01slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Claude Opus 5.5

Claude Opus 5.5 (High)

AnthropicProprietary

96agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

4.22slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Claude Opus 4.6 High

claude-opus-4-6-high

AnthropicProprietary

96agent proxy

Not listedSearch Arena

Docs

1,495Docs Arena rank #2

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

GPT-6.1 Sol Max

gpt-6.1-sol-max

OpenAIProprietary

96agent proxy

1,250Search Arena rank #2

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary

96agent proxy

1,258Search Arena rank #1

Docs

1,489Docs Arena rank #8

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary

95agent proxy

Not listedSearch Arena

Docs

1,494Docs Arena rank #4

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

GPT-6 Astra

GPT-6 Astra (Max)

OpenAIProprietary

94agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

1.99slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#10

Claude Opus 4.7 High

claude-opus-4-7-high

AnthropicProprietary

94agent proxy

Not listedSearch Arena

Docs

1,493Docs Arena rank #5

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#11

Claude Fable 5.1 Max

claude-fable-5.1-max

AnthropicProprietary

94agent proxy

Not listedSearch Arena

Docs

1,493Docs Arena rank #6

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#12

GPT-6.1 Sol

GPT-6.1 Sol (Max)

OpenAIProprietary

92agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

1.88slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#13

Claude Fable 5.1

Claude Fable 5.1 (Max)

AnthropicProprietary

90agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

1.39slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#14

Claude Fable 5.1 High

claude-fable-5.1-high

AnthropicProprietary

87agent proxy

1,233Search Arena rank #4

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#15

Claude Opus 4.8 High

claude-opus-4-8-high

AnthropicProprietary

87agent proxy

Not listedSearch Arena

Docs

1,486Docs Arena rank #9

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#16

Claude Sonnet 5.5

Claude Sonnet 5.5 (xHigh)

AnthropicProprietary

87agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

0.72slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#17

GPT-6 Astra Max

gpt-6-astra-max

OpenAIProprietary

86agent proxy

1,246Search Arena rank #3

Docs

1,473Docs Arena rank #17

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#18

Claude Fable 5 High

claude-fable-5-high

AnthropicProprietary

85agent proxy

1,229Search Arena rank #6

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#19

GPT-6 Sol Max

gpt-6-sol-max

OpenAIProprietary

85agent proxy

1,228Search Arena rank #7

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#20

GPT-5.5 Search

gpt-5.5-search

OpenAIProprietary

84agent proxy

1,226Search Arena rank #8

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#21

Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary

83agent proxy

1,210Search Arena rank #12

Docs

1,494Docs Arena rank #3

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#22

Claude Opus 5 High

claude-opus-5-high

AnthropicProprietary

83agent proxy

1,214Search Arena rank #10

Docs

1,490Docs Arena rank #7

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#23

Claude Opus 4.6 Search

claude-opus-4-6-search

AnthropicProprietary

82agent proxy

1,222Search Arena rank #9

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#24

GPT-5.5 High

gpt-5.5-high

OpenAIProprietary

81agent proxy

Not listedSearch Arena

Docs

1,480Docs Arena rank #11

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#25

Claude Sonnet 4.6

claude-sonnet-4-6

AnthropicProprietary

79agent proxy

Not listedSearch Arena

Docs

1,478Docs Arena rank #13

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#26

Claude Fable 5

Claude Fable 5 (High)

AnthropicProprietary

78agent proxy

Not listedSearch Arena

Docs

1,499Docs Arena rank #1

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#27

Qwen3.8 Max

qwen3.8-max

AlibabaProprietary

78agent proxy

1,229Search Arena rank #5

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#28

Kimi K3

Kimi K3 (Max)

Moonshot AIProprietary

77agent proxy

Not listedSearch Arena

Docs

Not listedDocs Arena

Latency

2.97slatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#29

Claude Sonnet 5 High

claude-sonnet-5-high

AnthropicProprietary

77agent proxy

Not listedSearch Arena

Docs

1,476Docs Arena rank #15

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

#30

Claude Opus 5.5 Medium

claude-opus-5.5-medium

AnthropicProprietary

76agent proxy

1,211Search Arena rank #11

Docs

Not listedDocs Arena

Latency

Not listedlatency

Tool use

BFCL pendingtool calling feed

Search ArenaDocs ArenaCode Arena

Benchmark guide

What the scores mean.

A quick reading key for agent-oriented benchmark signals, especially where tool-use benchmarks are still source-ready rather than live in the table.

Higher: agent proxyBFCL + Terminal-Bench planned

What does the agent proxy measure?

The agent proxy blends available search, document, coding, and latency signals that matter for multi-step workflows. It is useful for orientation, but it is not a full tool-use benchmark until BFCL and Terminal-Bench are wired into the data layer.

Why is BFCL not part of the score yet?

BFCL is specifically relevant to function calling and tool use, but the page only includes benchmark families once we have a reliable, auditable feed. Until then, BFCL is treated as a planned source rather than an implied score.

Why do search and document scores matter for agents?

Agents often need to retrieve information, inspect documents, and act on context before producing an answer. Search Arena and Document Arena are proxy signals for those parts of the workflow.

How should latency be interpreted here?

Latency is time to first token. Lower latency can make iterative agent loops feel faster, but it should be balanced against the model's task quality and tool reliability.