Leading: GitHub Actions (54.2%)
| Metric | Value |
|---|---|
| Vitest wins | 11 |
| GitHub Actions wins | 13 |
| Abstains (no tool) | 116 |
| Other tool chosen | 188 |
| Decisive cases | 24 |
| Vitest win rate (unweighted) | 45.8% |
| 95% CI | 27.9% - 64.9% |
| Vitest win rate (weighted) | 45.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Vitest | GitHub Actions | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek V4 Flash | Mid | 6 | 0 | 1 | 9 | 100% |
| Claude Sonnet 4.6 | Frontier | 5 | 0 | 7 | 6 | 100% |
| Mistral Small 4 | Mid | 0 | 5 | 3 | 2 | 0% |
| Llama 4 Scout | Small | 0 | 4 | 1 | 12 | 0% |
| Qwen3 Coder Next | Mid | 0 | 2 | 11 | 3 | 0% |
| GPT 5.4 Mini | Mid | 0 | 1 | 8 | 11 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 1 | 12 | 3 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 9 | 0 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 15 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 16 | 1 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 8 | 11 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 1 | 14 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 4 | 16 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 5 | 16 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 3 | 18 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 6 | 10 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 5 | 12 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 8 | 9 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 0 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 20 | n/a |
| Prompt | Tier | Vitest | GitHub Actions | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-engineering-workflow | Beginner | 3 | 9 | 78 | 37 | 25% |
| ai-engineering-workflow | Intermediate | 8 | 1 | 19 | 84 | 89% |
| ai-engineering-workflow | Advanced | 0 | 3 | 19 | 67 | 0% |
