BenchCAD w/ tools

BenchCAD w/ tools is a benchmark for how well a model works as an autonomous coding agent. The official description says: "With-tools run uses Claude Code; open models scored on 1,000-case subsets of Vision2Code". Below we describe in simple words what benchmarks of this type generally examine.

BenchCAD w/ tools measures how well a model works as an autonomous coding agent. In detail, it checks:

• fixing real, open bugs from real software repositories
• planning multi-step changes, running commands and editing files by itself
• passing the project's test suite after its changes
• handling whole repositories, not just small isolated code snippets

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: With-tools run uses Claude Code; open models scored on 1,000-case subsets of Vision2Code.

What is the BenchCAD w/ tools benchmark?

BenchCAD w/ tools is a benchmark for how well a model works as an autonomous coding agent. The official description says: 'With-tools run uses Claude Code; open models scored on 1,000-case subsets of Vision2Code'. Below we describe in simple words what benchmarks of this type generally examine.

What does BenchCAD w/ tools test?

BenchCAD w/ tools mainly measures how well a model works as an autonomous coding agent. Concretely, it checks: fixing real, open bugs from real software repositories; planning multi-step changes, running commands and editing files by itself; passing the project's test suite after its changes.

How is the BenchCAD w/ tools score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get BenchCAD w/ tools data and scores?

The official source is https://huggingface.co/moonshotai/Kimi-K3.1-Pro. The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/benchcad-with-tools/scores) or pull it directly from the Open LLM Radar API with any HTTP client.