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safety benchmark

Siren AgentDojo Utility Leaderboard

Siren AgentDojo Utility evaluates tool-using agents under adversarial prompt-injection attacks and reports utility on assigned tasks.

Updated Sep 5, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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Siren AgentDojo Utility Ranking

Higher score ranks better on this benchmark.

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMEMuse Glimmer-30BMetaScore94.20%Percentile100.00%Participants1EvidenceCEvaluatedSep 8, 2026

Siren AgentDojo Utility Highlights

The leading models and scores on this benchmark.

Rank #1Muse Glimmer-30B94.20%

The Top AI Models for Siren AgentDojo Utility

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

Ranking basisThis siren agentdojo utility AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    ME
    Meta
    Score
    94.20%

    Strengths

    • Ranks #1 of 1 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures Siren AgentDojo Utility, not total model capability

Selection summary

Best AI Models for Siren AgentDojo Utility

Muse Glimmer-30B currently leads Siren AgentDojo Utility with 94.20%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

What is Siren AgentDojo Utility?

What Siren AgentDojo Utility measures and how its scores work.

Siren AgentDojo is a benchmark for evaluating tool-using agents under adversarial prompt-injection attacks.

It measures utility on assigned tasks 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
Siren AgentDojo Utility
Modality
text
Primary category
safety
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 Siren AgentDojo Utility.

Which model scores highest on Siren AgentDojo Utility?

Muse Glimmer-30B is currently ranked first with 94.20%.

What are the top three models on Siren AgentDojo Utility?

The current leaders are Muse Glimmer-30B (94.20%).

Which Siren AgentDojo Utility model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among Siren AgentDojo Utility results?

No matched runtime record is currently available.

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.

What does Siren AgentDojo Utility measure?

It measures utility on assigned tasks using the Score metric, reported as a ratio.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

1 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Muse Glimmer-30B
Benchmark rank #1Muse Glimmer-30B94.20%