code benchmark
SecCodeBench
SecCodeBench evaluates LLM coding agents on secure code generation and vulnerability detection, testing the ability to produce code that is both functional and free from security vulnerabilities.
Updated Aug 11, 2026
Models1
Model coverage1
MetricScore
EvidenceB
SecCodeBench Ranking
Higher score ranks better on this benchmark.
| 01 | AC | 68.3% | 100.0% | 1 | C |
SecCodeBench Highlights
The leading models and scores on this benchmark.
What is SecCodeBench?
What SecCodeBench measures and how its scores work.
SecCodeBench evaluates LLM coding agents on secure code generation and vulnerability detection, testing the ability to produce code that is both functional and free from security vulnerabilities.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- SecCodeBench
- Modality
- text
- Primary category
- code
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- seccodebench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about SecCodeBench.
Which model scores highest on SecCodeBench?
Qwen3.5-397B-A17B is currently ranked first with 68.3%.
What does SecCodeBench measure?
SecCodeBench evaluates LLM coding agents on secure code generation and vulnerability detection, testing the ability to produce code that is both functional and free from security vulnerabilities.
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.