Benchmark suiteLatest source data: Sep 1, 2026Checked: September 3, 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.

Ranked models

136

Search, docs, code, or latency signal

Search Arena

34

Models with public search scores

Docs Arena

38

Models with document scores

Top proxy

Qwen3.8 Max 0902

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 136

#1
Qwen3.8 Max 0902

qwen3.8-max-0902

AlibabaProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#2
Mistral Medium 3.5

mistral-medium-3.5

MistralOpen weights
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.65slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#3
Claude Opus 5 Max

claude-opus-5-max

AnthropicProprietary
99agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#4
Mistral Large 3

mistral-large-3

MistralOpen weights
98agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.24slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#5
Qwen3.8 Max

qwen3.8-max

AlibabaProprietary
96agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.42slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#6
Kimi K3 Max

kimi-k3-max

Moonshot AIProprietary
95agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#7
Claude Opus 4.7 Thinking

claude-opus-4-7-thinking

AnthropicProprietary
90agent proxy
Search
Not listedSearch Arena
Docs
1,496Docs Arena rank #3
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#8
Claude Opus 5 High

claude-opus-5-high

AnthropicProprietary
89agent proxy
Search
Not listedSearch Arena
Docs
1,493Docs Arena rank #6
Latency
6.71slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#9
Qwen3.8 Flash Next

qwen3.8-flash-next

AlibabaProprietary
88agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.32slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#10
Claude Opus 4.6 Thinking

claude-opus-4-6-thinking

AnthropicProprietary
87agent proxy
Search
Not listedSearch Arena
Docs
1,493Docs Arena rank #5
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#11
GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary
86agent proxy
Search
1,256Search Arena rank #1
Docs
1,481Docs Arena rank #11
Latency
9.04slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#12
GLM 5.3 Flash

glm-5.3-flash

Z.aiOpen weights
86agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.56slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#13
Qwen3.8 27b

qwen3.8-27b

AlibabaOpen weights
85agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.23slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#14
GPT-5.5 Search

gpt-5.5-search

OpenAIProprietary
84agent proxy
Search
1,224Search Arena rank #3
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#15
Hy4 Preview

hy4-preview

TencentOpen weights
83agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#16
Claude Opus 4.6 Search

claude-opus-4-6-search

AnthropicProprietary
83agent proxy
Search
1,223Search Arena rank #4
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#17
Claude Opus 4.8 Thinking

claude-opus-4-8-thinking

AnthropicProprietary
81agent proxy
Search
Not listedSearch Arena
Docs
1,487Docs Arena rank #7
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#18
Gemini 3.7 Flash High

gemini-3.7-flash-high

GoogleProprietary
80agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
5.14slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#19
GLM 5.3 Max

glm-5.3-max

Z.aiOpen weights
77agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#20
Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary
77agent proxy
Search
1,212Search Arena rank #5
Docs
1,497Docs Arena rank #2
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#21
Gemini 3.1 Pro Grounding

gemini-3.1-pro-grounding

GoogleProprietary
75agent proxy
Search
1,208Search Arena rank #6
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#22
Claude Sonnet 5 High

claude-sonnet-5-high

AnthropicProprietary
75agent proxy
Search
Not listedSearch Arena
Docs
1,479Docs Arena rank #12
Latency
1.33slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#23
Grok 4.20 Multi Agent Beta 0309

grok-4.20-multi-agent-beta-0309

xAIProprietary
74agent proxy
Search
1,205Search Arena rank #7
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#24
Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary
73agent proxy
Search
Not listedSearch Arena
Docs
1,495Docs Arena rank #4
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#25
Claude Fable 5

claude-fable-5

AnthropicProprietary
73agent proxy
Search
1,229Search Arena rank #2
Docs
1,507Docs Arena rank #1
Latency
54.6slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#26
GPT-5.6 Terra xHigh

gpt-5.6-terra-xhigh

OpenAIProprietary
73agent proxy
Search
Not listedSearch Arena
Docs
1,482Docs Arena rank #9
Latency
2.65slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#27
Grok 4.6 High

grok-4.6-high

xAIProprietary
73agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
22.8slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#28
Gemini 3 Pro Grounding

gemini-3-pro-grounding

GoogleProprietary
72agent proxy
Search
1,201Search Arena rank #9
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#29
Claude Sonnet 4.6 Search

claude-sonnet-4-6-search

AnthropicProprietary
72agent proxy
Search
1,201Search Arena rank #10
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#30
GLM 5.2 Max

glm-5.2-max

Z.aiOpen weights
71agent proxy
Search
Not listedSearch Arena
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.