Agentic Coding Benchmark

FrontierSWE

FrontierSWE - agentic coding benchmark. MEAN@5 scores from the official FrontierSWE leaderboard. Dominance scores recomputed from raw scores using the official evaluation script.

Category

Agentic Coding

Score type

percent

Scale

relative

higher is better

Models tested

5

What is FrontierSWE?

FrontierSWE is a benchmark for how well a model works as an autonomous coding agent. The official description says: "FrontierSWE - agentic coding benchmark". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

FrontierSWE 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

How to read the score

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: FrontierSWE - agentic coding benchmark. MEAN@5 scores from the official FrontierSWE leaderboard. Dominance scores recomputed from raw scores using the official evaluation script.

Frequently asked questions

What is the FrontierSWE benchmark?

FrontierSWE is a benchmark for how well a model works as an autonomous coding agent. The official description says: 'FrontierSWE - agentic coding benchmark'. Below we describe in simple words what benchmarks of this type generally examine.

What does FrontierSWE test?

FrontierSWE 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 FrontierSWE score calculated?

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

Where do I get FrontierSWE data and scores?

The official source is https://www.frontierswe.com. 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/frontierswe/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 5 models tested

Reset
# Model Score Date Source Verified
1 Kimi K3
Moonshot AI
81.2%
18.08.2026 Report Verified
2 GLM-5.3
Zhipu AI
78.1%
28.08.2026 Report Verified
3 GLM-5.2
Zhipu AI
74.4%
17.06.2026 Report Verified
4 Qwen3.8-2.4T-A95B
Qwen
73.5%
18.08.2026 Report Verified
5 DeepSeek-V4-Pro
DeepSeek
29%
17.06.2026 Report Unverified

What now?

You've seen how models score on FrontierSWE — here's what to do next.