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
| Rank | Model | Index | Search | Docs | Latency | Tool use | Sources |
|---|---|---|---|---|---|---|---|
| #1 | 100agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #2 | 100agent proxy | Not listedSearch Arena | Not listedDocs Arena | 0.65slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #3 | 99agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #4 | 98agent proxy | Not listedSearch Arena | Not listedDocs Arena | 1.24slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #5 | 96agent proxy | Not listedSearch Arena | Not listedDocs Arena | 1.42slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #6 | 95agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #7 | 90agent proxy | Not listedSearch Arena | 1,496Docs Arena rank #3 | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #8 | 89agent proxy | Not listedSearch Arena | 1,493Docs Arena rank #6 | 6.71slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #9 | 88agent proxy | Not listedSearch Arena | Not listedDocs Arena | 1.32slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #10 | 87agent proxy | Not listedSearch Arena | 1,493Docs Arena rank #5 | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #11 | 86agent proxy | 1,256Search Arena rank #1 | 1,481Docs Arena rank #11 | 9.04slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #12 | 86agent proxy | Not listedSearch Arena | Not listedDocs Arena | 1.56slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #13 | 85agent proxy | Not listedSearch Arena | Not listedDocs Arena | 1.23slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #14 | 84agent proxy | 1,224Search Arena rank #3 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #15 | 83agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #16 | 83agent proxy | 1,223Search Arena rank #4 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #17 | 81agent proxy | Not listedSearch Arena | 1,487Docs Arena rank #7 | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #18 | 80agent proxy | Not listedSearch Arena | Not listedDocs Arena | 5.14slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #19 | 77agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #20 | 77agent proxy | 1,212Search Arena rank #5 | 1,497Docs Arena rank #2 | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #21 | 75agent proxy | 1,208Search Arena rank #6 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #22 | 75agent proxy | Not listedSearch Arena | 1,479Docs Arena rank #12 | 1.33slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #23 | 74agent proxy | 1,205Search Arena rank #7 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #24 | 73agent proxy | Not listedSearch Arena | 1,495Docs Arena rank #4 | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #25 | 73agent proxy | 1,229Search Arena rank #2 | 1,507Docs Arena rank #1 | 54.6slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #26 | 73agent proxy | Not listedSearch Arena | 1,482Docs Arena rank #9 | 2.65slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #27 | 73agent proxy | Not listedSearch Arena | Not listedDocs Arena | 22.8slatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #28 | 72agent proxy | 1,201Search Arena rank #9 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #29 | 72agent proxy | 1,201Search Arena rank #10 | Not listedDocs Arena | Not listedlatency | BFCL pendingtool calling feed | Search ArenaDocs ArenaCode Arena | |
| #30 | 71agent proxy | Not listedSearch Arena | Not listedDocs Arena | Not listedlatency | 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.
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.
