Benchmark suiteLatest source data: Jul 16, 2026Checked: July 21, 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

127

Search, docs, code, or latency signal

Search Arena

32

Models with public search scores

Docs Arena

32

Models with document scores

Top proxy

Kimi K3

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 127

#1
Kimi K3

kimi-k3

Moonshot AIProprietary
100agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#2
Claude Fable 5

claude-fable-5

AnthropicProprietary
98agent proxy
Search
1,229Search Arena rank #1
Docs
1,509Docs Arena rank #1
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#3
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
#4
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
#5
GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary
90agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#6
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
#7
Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary
87agent proxy
Search
1,213Search Arena rank #4
Docs
1,500Docs Arena rank #3
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#8
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
#9
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
#10
GLM 5.2

glm-5.2 (max)

Z.aiOpen weights
84agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#11
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
#12
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
#13
Grok 4.20 Beta 1

grok-4.20-beta1

xAIProprietary
81agent proxy
Search
1,198Search Arena rank #9
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#14
Claude Opus 4.6 Thinking

claude-opus-4-6-thinking

AnthropicProprietary
81agent proxy
Search
Not listedSearch Arena
Docs
1,494Docs Arena rank #4
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#15
Claude Sonnet 5 Search

claude-sonnet-5-search

AnthropicProprietary
80agent proxy
Search
1,196Search Arena rank #11
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#16
Claude Opus 4.8 Thinking

claude-opus-4-8-thinking

AnthropicProprietary
80agent proxy
Search
Not listedSearch Arena
Docs
1,487Docs Arena rank #6
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#17
Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary
79agent proxy
Search
Not listedSearch Arena
Docs
1,491Docs Arena rank #5
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#18
Grok 4.5

grok-4.5

xAIProprietary
79agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#19
Grok 4.1 Fast Search

grok-4-1-fast-search

xAIProprietary
79agent proxy
Search
1,194Search Arena rank #12
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#20
ERNIE 5.1

ernie-5.1

BaiduProprietary
78agent proxy
Search
1,193Search Arena rank #13
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#21
GPT-5.4 Search

gpt-5.4-search

OpenAIProprietary
78agent proxy
Search
1,193Search Arena rank #14
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#22
Claude Opus 4.8

claude-opus-4-8

AnthropicProprietary
77agent proxy
Search
1,197Search Arena rank #10
Docs
1,482Docs Arena rank #7
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#23
O3 Search

o3-search

OpenAIProprietary
77agent proxy
Search
1,191Search Arena rank #15
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#24
Gemini 3 Flash Grounding

gemini-3-flash-grounding

GoogleProprietary
77agent proxy
Search
1,190Search Arena rank #17
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#25
Muse Spark 1.1

muse-spark-1.1

MetaProprietary
76agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#26
Seed 2.1 Pro Preview

seed-2.1-pro-preview

ByteDanceProprietary
75agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#27
Claude Opus 4.5 Search

claude-opus-4-5-search

AnthropicProprietary
75agent proxy
Search
1,187Search Arena rank #18
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#28
GLM 5.1

glm-5.1

Z.aiOpen weights
74agent proxy
Search
Not listedSearch Arena
Docs
Not listedDocs Arena
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#29
Claude Sonnet 5 High

claude-sonnet-5-high

AnthropicProprietary
73agent proxy
Search
Not listedSearch Arena
Docs
1,477Docs Arena rank #10
Latency
Not listedlatency
Tool use
BFCL pendingtool calling feed
Search ArenaDocs ArenaCode Arena
#30
Claude Sonnet 4.6

claude-sonnet-4-6

AnthropicProprietary
73agent proxy
Search
Not listedSearch Arena
Docs
1,480Docs Arena rank #9
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.