reasoning benchmark
Toolathlon-Verified Leaderboard
Toolathlon-Verified is a verified evaluation of agent tool-use capability, as reported in the MiMo-V2.6 release.
Updated Nov 11, 2026
Models6
Model coverage6
MetricScore
EvidenceB
Toolathlon-Verified Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAN | Score77.80% | Percentile100.00% | Participants6 | EvidenceC | Evaluated |
| Rank02 | ModelAN | Score77.80% | Percentile80.00% | Participants6 | EvidenceC | Evaluated |
| Rank03 | ModelXI | Score76.90% | Percentile60.00% | Participants6 | EvidenceC | Evaluated |
| Rank04 | ModelXI | Score73.60% | Percentile40.00% | Participants6 | EvidenceC | Evaluated |
| Rank05 | ModelME | Score72.80% | Percentile20.00% | Participants6 | EvidenceC | Evaluated |
| Rank06 | ModelIO | Score65.30% | Percentile0.00% | Participants6 | EvidenceC | Evaluated |
Toolathlon-Verified Highlights
The leading models and scores on this benchmark.
Toolathlon-Verified Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for Toolathlon-Verified
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is Toolathlon-Verified?
What Toolathlon-Verified measures and how its scores work.
Toolathlon-Verified is a reasoning benchmark based on a verified Toolathlon evaluation.
It measures agent tool-use capability using the Score metric, reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Toolathlon-Verified
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Toolathlon-Verified.
Which model scores highest on Toolathlon-Verified?
Claude Opus 5.5 is currently ranked first with 77.80%.
What are the top three models on Toolathlon-Verified?
The current leaders are Claude Opus 5.5 (77.80%), Claude Sonnet 5.5 (77.80%), and MiMo-V2.6-Pro (76.90%).
Which Toolathlon-Verified model has the lowest official input price?
MiMo-V2.6-Flash has the lowest matched official input price at $0.14 input / $0.28 output per 1M tokens.
Which models are fastest among Toolathlon-Verified results?
The fastest matched records are Claude Sonnet 5.5 (42.00 tok/s via Anthropic), MiMo-V2.6-Flash (6.45 tok/s via Xiaomi), and MiMo-V2.6-Pro (4.86 tok/s via Xiaomi).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.