Agentic Coding Benchmark

SkillsBench Avg5

SkillsBench Avg5 - evaluated via OpenCode on 78 self-contained tasks (excluding API-dependent tasks); avg of 5 runs.

Category

Agentic Coding

Score type

percent

Scale

100%

higher is better

Models tested

11

What is SkillsBench Avg5?

SkillsBench Avg5 is a benchmark for how well a model works as an autonomous coding agent. The official description says: "SkillsBench Avg5 - evaluated via OpenCode on 78 self-contained tasks (excluding API-dependent tasks); avg of 5 runs". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

SkillsBench Avg5 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: SkillsBench Avg5 - evaluated via OpenCode on 78 self-contained tasks (excluding API-dependent tasks); avg of 5 runs.

Frequently asked questions

What is the SkillsBench Avg5 benchmark?

SkillsBench Avg5 is a benchmark for how well a model works as an autonomous coding agent. The official description says: 'SkillsBench Avg5 - evaluated via OpenCode on 78 self-contained tasks (excluding API-dependent tasks); avg of 5 runs'. Below we describe in simple words what benchmarks of this type generally examine.

What does SkillsBench Avg5 test?

SkillsBench Avg5 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 SkillsBench Avg5 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 SkillsBench Avg5 data and scores?

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/skillsbench-avg5/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 11 models tested

Reset
# Model Score Date Source Verified
1 Qwen3.8-2.4T-A95B
Qwen
66.7%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
2 GLM-5.3
Zhipu AI
63.3%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
3 Hy4 preview
Tencent
62.9%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) Verified
4 Hy3
Tencent
55.3%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) Verified
5 Kimi K3
Moonshot AI
51.9%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
6 Qwen3.6-27B
Qwen Team (Alibaba Cloud)
48.2%
22.04.2026 Qwen Team (official model card) Verified
7 Qwen3.6-35B-A3B
Qwen Team (Alibaba Cloud)
28.7%
16.04.2026 Qwen Team (official model card) Verified
8 Qwen3.5-27B
Qwen Team (Alibaba Cloud)
27.2%
16.04.2026 Qwen Team (official model card - comparison) Unverified
9 Gemma4-31B-it
Google
23.6%
16.04.2026 Qwen Team (official model card - comparison) Unverified
10 Gemma4-26B-A4B
Google
12.3%
16.04.2026 Qwen Team (official model card - comparison) Unverified
11 Qwen3.5-35B-A3B
Qwen Team (Alibaba Cloud)
4.4%
16.04.2026 Qwen Team (official model card - comparison) Unverified

What now?

You've seen how models score on SkillsBench Avg5 — here's what to do next.