Benchmark suiteLatest source data: Jul 16, 2026Checked: July 20, 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

141

Search, docs, code, or latency signal

Search Arena

32

Models with public search scores

Docs Arena

32

Models with document scores

Top proxy

GPT-5.4 Nano High

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 141

#1
GPT-5.4 Nano High

gpt-5.4-nano-high

OpenAIProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.48slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#2
GPT-5 High

gpt-5-high

OpenAIProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.54slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#3
GPT 4o 2024 05 13

gpt-4o-2024-05-13

OpenAIProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.57slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#4
Gemini 3.5 Flash High

gemini-3.5-flash-high

GoogleProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.77slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#5
Kimi K3

kimi-k3

Moonshot AIProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.36slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#6
DeepSeek V4 Flash

deepseek-v4-flash

DeepSeekOpen weights
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.86slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#7
GLM 4.6v

glm-4.6v

Z.aiOpen weights
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.00slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#8
Kimi K2 0905 Preview

kimi-k2-0905-preview

Moonshot AIOpen weights
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.02slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#9
GLM 4.5v

glm-4.5v

Z.aiOpen weights
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.07slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#10
Qwen3 VL 235b A22B Thinking

qwen3-vl-235b-a22b-thinking

AlibabaOpen weights
99agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.07slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#11
Qwen3 VL 235b A22B Instruct

qwen3-vl-235b-a22b-instruct

AlibabaOpen weights
99agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.12slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#12
Qwen3 235b A22B Instruct 2507

qwen3-235b-a22b-instruct-2507

AlibabaOpen weights
99agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.14slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#13
Qwen3.7 Max Preview

qwen3.7-max-preview

AlibabaProprietary
99agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.54slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#14
Claude Opus 4.6 Search

claude-opus-4-6-search

AnthropicProprietary
97agent proxy
Search
1,224Search Arena rank #2
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#15
GPT-5.5 Search

gpt-5.5-search

OpenAIProprietary
96agent proxy
Search
1,222Search Arena rank #3
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#16
GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary
93agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
2.50slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#17
GLM 5.2

glm-5.2 (max)

Z.aiOpen weights
91agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.95slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#18
Claude Fable 5

claude-fable-5

AnthropicProprietary
90agent proxy
Search
1,229Search Arena rank #1
Docs
1,509Docs Arena rank #1
Latency
55.9slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#19
Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary
89agent proxy
Search
1,213Search Arena rank #4
Docs
1,500Docs Arena rank #3
Latency
1.61slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#20
GPT-5 Mini High

gpt-5-mini-high

OpenAIProprietary
89agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
14.7slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#21
Gemini 3.1 Pro Grounding

gemini-3.1-pro-grounding

GoogleProprietary
87agent proxy
Search
1,208Search Arena rank #5
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#22
Claude Opus 4.7 Thinking

claude-opus-4-7-thinking

AnthropicProprietary
87agent proxy
Search
Not listedSearch Arena
Docs
1,503Docs Arena rank #2
Latency
Not listedlatency
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
87agent proxy
Search
1,207Search Arena rank #6
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#24
Muse Spark 1.1

muse-spark-1.1

MetaProprietary
86agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
0.83slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#25
GLM 5.1

glm-5.1

Z.aiOpen weights
85agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
1.01slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#26
Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary
85agent proxy
Search
Not listedSearch Arena
Docs
1,491Docs Arena rank #5
Latency
1.82slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#27
Claude Opus 4.6 Thinking

claude-opus-4-6-thinking

AnthropicProprietary
84agent proxy
Search
Not listedSearch Arena
Docs
1,494Docs Arena rank #4
Latency
11.5slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#28
Grok 4.5

grok-4.5

xAIProprietary
84agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
13.4slatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#29
Gemini 3 Pro Grounding

gemini-3-pro-grounding

GoogleProprietary
83agent proxy
Search
1,201Search Arena rank #7
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#30
Claude Sonnet 4.6 Search

claude-sonnet-4-6-search

AnthropicProprietary
83agent proxy
Search
1,200Search Arena rank #8
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.