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safety benchmark

CyberGym Leaderboard

CyberGym is a benchmark for evaluating AI agents on cybersecurity tasks in a controlled environment.

Updated Sep 5, 2026

Models15
Model coverage15
MetricScore
EvidenceB

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CyberGym Ranking

Higher score ranks better on this benchmark.

15 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelGOGemini 3.8 Flash CyberGoogleScore86.20%Percentile100.00%Participants15EvidenceCEvaluatedSep 8, 2026
Rank02ModelZAGLM-5.3Zhipu AIScore84.50%Percentile92.86%Participants15EvidenceCEvaluatedSep 8, 2026
Rank03ModelDEDeepSeek-V4-Pro-0813DeepSeekScore83.30%Percentile85.71%Participants15EvidenceCEvaluatedSep 8, 2026
Rank04ModelGOGemini 3.5 Flash CyberGoogleScore83.20%Percentile78.57%Participants15EvidenceCEvaluatedSep 8, 2026
Rank05ModelANClaude Mythos PreviewAnthropicScore83.10%Percentile71.43%Participants15EvidenceCEvaluatedSep 8, 2026
Rank06ModelOPGPT-5.5OpenAIScore81.80%Percentile64.29%Participants15EvidenceCEvaluatedSep 8, 2026
Rank07ModelANClaude Opus 4.8AnthropicScore78.80%Percentile57.14%Participants15EvidenceCEvaluatedSep 8, 2026
Rank08ModelTEHy4 previewTencentScore78.40%Percentile50.00%Participants15EvidenceCEvaluatedSep 8, 2026
Rank09ModelDEDeepSeek-V4-Flash-0731DeepSeekScore76.70%Percentile42.86%Participants15EvidenceCEvaluatedSep 8, 2026
Rank10ModelANClaude Opus 4.6AnthropicScore73.80%Percentile35.71%Participants15EvidenceCEvaluatedSep 8, 2026
Rank11ModelANClaude Opus 4.7AnthropicScore73.10%Percentile28.57%Participants15EvidenceCEvaluatedSep 8, 2026
Rank12ModelBYSeed 2.1 ProByteDanceScore70.20%Percentile21.43%Participants15EvidenceCEvaluatedSep 8, 2026
Rank13ModelZAGLM-5.1Zhipu AIScore68.70%Percentile14.29%Participants15EvidenceCEvaluatedSep 8, 2026
Rank14ModelBYSeed 2.1 TurboByteDanceScore67.00%Percentile7.14%Participants15EvidenceCEvaluatedSep 8, 2026
Rank15ModelMAKimi K2.5Moonshot AIScore41.30%Percentile0.00%Participants15EvidenceCEvaluatedSep 8, 2026

CyberGym Highlights

The leading models and scores on this benchmark.

CyberGym Score Distribution

A closer view of the leading scores on this benchmark.

CyberGym

The Top AI Models for CyberGym

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

What is CyberGym?

What CyberGym measures and how its scores work.

CyberGym is a safety benchmark for evaluating AI agents on cybersecurity tasks.

It measures AI agents' ability to identify vulnerabilities, perform security analysis, and complete security-related challenges, reported as a Score ratio.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
CyberGym
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 CyberGym.

Which model scores highest on CyberGym?

Gemini 3.8 Flash Cyber is currently ranked first with 86.20%.

What are the top three models on CyberGym?

The current leaders are Gemini 3.8 Flash Cyber (86.20%), GLM-5.3 (84.50%), and DeepSeek-V4-Pro-0813 (83.30%).

Which CyberGym model has the lowest official input price?

DeepSeek-V4-Flash-0731 has the lowest matched official input price at $0.14 input / $0.28 output per 1M tokens.

Which models are fastest among CyberGym results?

The fastest matched records are GLM-5.3 (472.69 tok/s via FriendliAI), GPT-5.5 (134.94 tok/s via OpenAI), and Claude Opus 4.6 (123.15 tok/s via Anthropic).

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 CyberGym measure?

It measures AI agents' ability to identify vulnerabilities, perform security analysis, and complete security-related challenges, reported as a Score ratio.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

15 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.

Rank #1Gemini 3.8 Flash Cyber86.20%
Rank #2GLM-5.384.50%
Rank #3DeepSeek-V4-Pro-081383.30%
Rank #4Gemini 3.5 Flash Cyber83.20%

Ranking basisThis cybergym 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
    GO
    Gemini 3.8 Flash CyberGoogle
    Score
    86.20%

    Strengths

    • Ranks #1 of 15 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CyberGym, not total model capability
  2. 02
    ZA
    GLM-5.3Zhipu AI
    Score
    84.50%
    Price
    $1.4 input / $4.4 output per 1M tokens
    Speed
    Up to 472.69 tok/s via FriendliAI

    Strengths

    • Ranks #2 of 15 compared models
    • 93th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CyberGym, not total model capability
  3. 03
    DE
    DeepSeek
    Score
    83.30%
    Speed
    Up to 45.48 tok/s via DeepSeek

    Strengths

    • Ranks #3 of 15 compared models
    • 86th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CyberGym, not total model capability
  4. 04
    GO
    Google
    Score
    83.20%

    Strengths

    • Ranks #4 of 15 compared models
    • 79th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CyberGym, not total model capability
  5. 05
    AN
    Anthropic
    Score
    83.10%

    Strengths

    • Ranks #5 of 15 compared models
    • 71th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CyberGym, not total model capability

Selection summary

Best AI Models for CyberGym

Gemini 3.8 Flash Cyber currently leads CyberGym with 86.20%. 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.

DeepSeek-V4-Pro-0813
Gemini 3.5 Flash Cyber
Claude Mythos Preview
Benchmark rank #1Gemini 3.8 Flash Cyber86.20%
Benchmark rank #2GLM-5.384.50% · $1.4 input / $4.4 output per 1M tokens
Benchmark rank #3DeepSeek-V4-Pro-081383.30% · Up to 45.48 tok/s via DeepSeek